{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "afeabaa4-4696-48ba-a411-90551219b75e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from uniphm.data.loader.PHM2012Loader import PHM2012Loader\n",
    "from uniphm.data.loader.XJTULoader import XJTULoader\n",
    "from uniphm.data.loader.CMAPSSLoader import CMAPSSLoader\n",
    "from uniphm.data.process.EntityPipeline import EntityPipeline\n",
    "from uniphm.data.process.array.KurtosisProcessor import KurtosisProcessor\n",
    "from uniphm.data.process.array.MaxProcessor import MaxProcessor\n",
    "from uniphm.data.process.array.MeanAbsProcessor import MeanAbsProcessor\n",
    "from uniphm.data.process.array.MeanProcessor import MeanProcessor\n",
    "from uniphm.data.process.array.MinProcessor import MinProcessor\n",
    "from uniphm.data.process.array.PTPProcessor import PTPProcessor\n",
    "from uniphm.data.process.array.RMSProcessor import RMSProcessor\n",
    "from uniphm.data.process.array.SkewProcessor import SkewProcessor\n",
    "from uniphm.data.process.array.StdProcessor import StdProcessor\n",
    "from uniphm.data.process.array.VarProcessor import VarProcessor\n",
    "from uniphm.data.process.entity.ThreeSigmaFPTCalculator import ThreeSigmaFPTCalculator\n",
    "from uniphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bafe62b1-ad0f-45f5-af58-f53630739f9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "Plotter.DPI = 40\n",
    "Plotter.SIZE = (10, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cfd6e6a-6e3e-40c0-a8b6-cbbc47568f0a",
   "metadata": {},
   "source": [
    "# 定义数据加载器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7d072f38-0afa-40ae-9d78-0276ca4e42d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   17:16:08]  \n",
      "[DataLoader]  Root directory: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\n",
      "\t✓ Bearing1_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_1\n",
      "\t✓ Bearing1_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_2\n",
      "\t✓ Bearing2_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_1\n",
      "\t✓ Bearing2_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_2\n",
      "\t✓ Bearing3_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_1\n",
      "\t✓ Bearing3_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_2\n",
      "\t✓ Bearing1_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_3\n",
      "\t✓ Bearing1_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_4\n",
      "\t✓ Bearing1_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_5\n",
      "\t✓ Bearing1_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_6\n",
      "\t✓ Bearing1_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_7\n",
      "\t✓ Bearing2_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_3\n",
      "\t✓ Bearing2_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_4\n",
      "\t✓ Bearing2_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_5\n",
      "\t✓ Bearing2_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_6\n",
      "\t✓ Bearing2_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_7\n",
      "\t✓ Bearing3_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing3_3\n"
     ]
    }
   ],
   "source": [
    "# data_loader = XJTULoader('D:\\\\data\\\\dataset\\\\XJTU-SY_Bearing_Datasets')\n",
    "data_loader = PHM2012Loader('D:\\\\data\\\\dataset\\\\phm-ieee-2012-data-challenge-dataset-master')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "493a46b5-18e3-4c8e-bb03-1684a78fb0f9",
   "metadata": {},
   "source": [
    "# 选择性读取数据(include模式)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "245ac588-9771-4e90-8fae-06c62c14bc02",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    17:16:08]  [DataLoader]  -> Loading data entity: Bearing1_1\n",
      "[INFO    17:16:12]  [DataLoader]  ✓ Successfully loaded: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bearing = data_loader(\"Bearing1_1\", include='Horizontal Vibration')\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5aa2863-4376-4165-9e76-c6bcc0d4cd69",
   "metadata": {},
   "source": [
    "# 选择性读取数据(exclude模式)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fd3fda28-edec-4aab-849b-745f6748871f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    17:16:17]  [DataLoader]  -> Loading data entity: Bearing1_1\n",
      "[INFO    17:16:21]  [DataLoader]  ✓ Successfully loaded: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bearing = data_loader(\"Bearing1_1\", exclude='Horizontal Vibration')\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d3f3c1-04fe-48e7-9d77-f00452296799",
   "metadata": {},
   "source": [
    "# 读取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e2ee2bc-b6bc-49d8-8372-334a551a8298",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    17:16:25]  [DataLoader]  -> Loading data entity: Bearing1_1\n",
      "[INFO    17:16:29]  [DataLoader]  ✓ Successfully loaded: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x240 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bearing = data_loader(\"Bearing1_1\")\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c50b0e68-102c-44bb-99ac-3881143e5899",
   "metadata": {},
   "source": [
    "# 特征提取流水线（即时模式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "386c411b-c9a2-4047-84b1-d36605211f5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   17:16:38]  [EntityPipeline]  RUN ONCE using RMSProcessor on key 'Vertical Vibration'\n",
      "[DEBUG   17:16:38]  [EntityPipeline]  Running ABCBaseProcessor 'RMSProcessor' on 'Vertical Vibration' -> 'H_RMS'\n",
      "[DEBUG   17:16:38]  [EntityPipeline]  RUN ONCE using KurtosisProcessor on key 'Horizontal Vibration'\n",
      "[DEBUG   17:16:38]  [EntityPipeline]  Running ABCBaseProcessor 'KurtosisProcessor' on 'Horizontal Vibration' -> 'H_RMS'\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline = EntityPipeline()\n",
    "pipeline.step(\n",
    "    entity=bearing,\n",
    "    processor=RMSProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='H_RMS'\n",
    ")\n",
    "pipeline.step(\n",
    "    entity=bearing,\n",
    "    processor=KurtosisProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_RMS'\n",
    ")\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8a037f7-0db6-4c54-9253-4998831c8bb1",
   "metadata": {},
   "source": [
    "# 特征提取流水线（注册模式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "017cea3d-0484-4d36-8ade-da4779a43020",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: RMSProcessor on 'Vertical Vibration' -> 'V_RMS'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: KurtosisProcessor on 'Vertical Vibration' -> 'V_Kurtosis'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MinProcessor on 'Vertical Vibration' -> 'V_Min'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MeanProcessor on 'Vertical Vibration' -> 'V_Mean'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MaxProcessor on 'Vertical Vibration' -> 'V_Max'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MeanAbsProcessor on 'Vertical Vibration' -> 'V_MeanAbs'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: PTPProcessor on 'Vertical Vibration' -> 'V_PTP'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: SkewProcessor on 'Vertical Vibration' -> 'V_Skew'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: VarProcessor on 'Vertical Vibration' -> 'V_Var'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: StdProcessor on 'Vertical Vibration' -> 'V_Std'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: KurtosisProcessor on 'Horizontal Vibration' -> 'H_Kurtosis'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MinProcessor on 'Horizontal Vibration' -> 'H_Min'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MeanProcessor on 'Horizontal Vibration' -> 'H_Mean'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MaxProcessor on 'Horizontal Vibration' -> 'H_Max'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: MeanAbsProcessor on 'Horizontal Vibration' -> 'H_MeanAbs'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: PTPProcessor on 'Horizontal Vibration' -> 'H_PTP'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: SkewProcessor on 'Horizontal Vibration' -> 'H_Skew'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: VarProcessor on 'Horizontal Vibration' -> 'H_Var'\n",
      "[INFO    17:16:47]  [EntityPipeline]  Registered step: StdProcessor on 'Horizontal Vibration' -> 'H_Std'\n",
      "[DEBUG   17:16:47]  [EntityPipeline]  STARTING EXECUTION of Pipeline 'DefaultPipeline' on Entity 'Bearing1_1'\n",
      "[DEBUG   17:16:47]  [EntityPipeline]  [1/19] Executing ABCBaseProcessor: RMSProcessor on 'Vertical Vibration' -> 'V_RMS'...\n",
      "[DEBUG   17:16:47]  [EntityPipeline]  [2/19] Executing ABCBaseProcessor: KurtosisProcessor on 'Vertical Vibration' -> 'V_Kurtosis'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [3/19] Executing ABCBaseProcessor: MinProcessor on 'Vertical Vibration' -> 'V_Min'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [4/19] Executing ABCBaseProcessor: MeanProcessor on 'Vertical Vibration' -> 'V_Mean'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [5/19] Executing ABCBaseProcessor: MaxProcessor on 'Vertical Vibration' -> 'V_Max'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [6/19] Executing ABCBaseProcessor: MeanAbsProcessor on 'Vertical Vibration' -> 'V_MeanAbs'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [7/19] Executing ABCBaseProcessor: PTPProcessor on 'Vertical Vibration' -> 'V_PTP'...\n",
      "[DEBUG   17:16:48]  [EntityPipeline]  [8/19] Executing ABCBaseProcessor: SkewProcessor on 'Vertical Vibration' -> 'V_Skew'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [9/19] Executing ABCBaseProcessor: VarProcessor on 'Vertical Vibration' -> 'V_Var'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [10/19] Executing ABCBaseProcessor: StdProcessor on 'Vertical Vibration' -> 'V_Std'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [11/19] Executing ABCBaseProcessor: KurtosisProcessor on 'Horizontal Vibration' -> 'H_Kurtosis'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [12/19] Executing ABCBaseProcessor: MinProcessor on 'Horizontal Vibration' -> 'H_Min'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [13/19] Executing ABCBaseProcessor: MeanProcessor on 'Horizontal Vibration' -> 'H_Mean'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [14/19] Executing ABCBaseProcessor: MaxProcessor on 'Horizontal Vibration' -> 'H_Max'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [15/19] Executing ABCBaseProcessor: MeanAbsProcessor on 'Horizontal Vibration' -> 'H_MeanAbs'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [16/19] Executing ABCBaseProcessor: PTPProcessor on 'Horizontal Vibration' -> 'H_PTP'...\n",
      "[DEBUG   17:16:49]  [EntityPipeline]  [17/19] Executing ABCBaseProcessor: SkewProcessor on 'Horizontal Vibration' -> 'H_Skew'...\n",
      "[DEBUG   17:16:50]  [EntityPipeline]  [18/19] Executing ABCBaseProcessor: VarProcessor on 'Horizontal Vibration' -> 'H_Var'...\n",
      "[DEBUG   17:16:50]  [EntityPipeline]  [19/19] Executing ABCBaseProcessor: StdProcessor on 'Horizontal Vibration' -> 'H_Std'...\n",
      "[DEBUG   17:16:50]  [EntityPipeline]  FINISHED EXECUTION of Pipeline 'DefaultPipeline'\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline = EntityPipeline()\n",
    "pipeline.register(\n",
    "    processor=RMSProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_RMS'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=KurtosisProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Kurtosis'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MinProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Min'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MeanProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Mean'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MaxProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Max'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MeanAbsProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_MeanAbs'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=PTPProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_PTP'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=SkewProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Skew'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=VarProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Var'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=StdProcessor(data_loader['continuum']),\n",
    "    input_key='Vertical Vibration',\n",
    "    output_key='V_Std'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=KurtosisProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Kurtosis'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MinProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Min'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MeanProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Mean'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MaxProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Max'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=MeanAbsProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_MeanAbs'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=PTPProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_PTP'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=SkewProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Skew'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=VarProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Var'\n",
    ")\n",
    "pipeline.register(\n",
    "    processor=StdProcessor(data_loader['continuum']),\n",
    "    input_key='Horizontal Vibration',\n",
    "    output_key='H_Std'\n",
    ")\n",
    "\n",
    "pipeline.execute(bearing)\n",
    "Plotter.SIZE = (5, 3)\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90fff65-89b4-4251-8077-fafb553643da",
   "metadata": {},
   "source": [
    "# ThreeSigmaFPTCalculator作为特殊的数据处理器，因为不产生新的特征，因此可以省略output_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eca108d0-0e05-4adf-abbc-e8b529a1d51f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   17:17:00]  [EntityPipeline]  RUN ONCE using ThreeSigmaFPTCalculator on key 'H_RMS'\n",
      "[DEBUG   17:17:00]  [EntityPipeline]  Executing ABCEntityProcessor 'ThreeSigmaFPTCalculator'...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline.step(\n",
    "    entity=bearing,\n",
    "    processor=ThreeSigmaFPTCalculator(),\n",
    "    input_key='H_RMS'\n",
    ")\n",
    "Plotter.entity(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa302536-f625-44ff-bd52-9fc59ed036a6",
   "metadata": {},
   "source": [
    "# 选择性可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d36af828-3b90-47a1-9273-0231967541ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.SIZE = (10, 6)\n",
    "Plotter.entity(bearing, ['H_RMS', 'H_Kurtosis', 'H_Min', 'H_Mean', 'H_Max', 'H_MeanAbs'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed04927c-f3b4-4350-9df2-3a1285fae808",
   "metadata": {},
   "source": [
    "# 涡扇发动机数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "39a256f1-58a9-4e2e-9599-1dd0755880f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   17:17:09]  \n",
      "[DataLoader]  Root directory: D:\\data\\dataset\\CMAPSSData\n",
      "\t✓ FD001_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD001.txt\n",
      "\t✓ FD002_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD002.txt\n",
      "\t✓ FD003_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD003.txt\n",
      "\t✓ FD004_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD004.txt\n",
      "\t✓ FD001_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD001.txt\n",
      "\t✓ FD002_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD002.txt\n",
      "\t✓ FD003_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD003.txt\n",
      "\t✓ FD004_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD004.txt\n",
      "\t✓ FD001_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD001.txt\n",
      "\t✓ FD002_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD002.txt\n",
      "\t✓ FD003_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD003.txt\n",
      "\t✓ FD004_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD004.txt\n"
     ]
    }
   ],
   "source": [
    "data_loader = CMAPSSLoader('D:\\\\data\\\\dataset\\\\CMAPSSData')\n",
    "sensor = ['T24', 'T30', 'T50', 'P30', 'Nf', 'Nc', 'Ps30', 'phi', 'NRF', 'NRc', 'BPR', 'htBleed', 'W31', 'W32']\n",
    "sensor_norm = ['norm_' + s for s in sensor]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d1484389-cdb7-440b-ae75-fc29ab31e282",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    17:17:09]  [DataLoader]  -> Loading data entity: FD001_train_1\n",
      "[INFO    17:17:10]  [DataLoader]  ✓ Successfully loaded: FD001_train_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "entity = data_loader('FD001_train_1', include=sensor)\n",
    "Plotter.SIZE = (5, 3)\n",
    "Plotter.entity(entity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b2eb2cbf-4645-4ffc-af6c-094602f18278",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.SIZE = (10, 6)\n",
    "Plotter.entity(entity, 'T50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fb6d24b6-37db-4ac7-a247-22319f551bca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'raw sensor'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.entity(entity, sensor, title='raw sensor')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d28ee05f-f4ea-4850-8d83-d13c3bf5bc5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8v/Irv8LevXu7fSS/ecUVvGf3buQR0ctXvvIV9LLOb77qN/Ha3kMOthKuS9JqIVQVVVWXKMVgIQrRdX0Jkfi+j23brFy5kgMHDnDqqQtEIDrptHD3wyutmtu3I887l+IxXp+v8WRNE1lvHPW6cFyE6z3s58zjwIEDzM7Osn79+m50d6zFX0q5bOruWIjj+ElPJHtf89pH/BvtoYcTxcHWQa792bV85Nkf6f5tviExWJTaGsj0s18s3MdJPUAfyCL8BD8SWLqKLWMUJIopCPe0sDc+PqM2TphIrrjiim6fxTe/+U2e8Yxn8PGPfxzDMPiDP/iD7nYP5V3/SLG4mU3Xdc4444wlfSRf+tKXujLb+T4SNU7Q7KNZ+eUvfzlj547Rdtr847X/SJIkxxxsJZMEkgTf9zEM4ygimY+UjoxI5hf48fFxDh8+vIRI5msWDycBllKSHD7M9N59rDzGNvOfnzMMlCBAhCFq5xilEEjXPaGIxHVdmp2Icb7+cawCua7r6LqO4zjHZWGv6/qTnkj8bdsesf1ODz2cKA63D1Pzlyo7j2xIFIQMZlZzUPMJY4GpqyTNEGMwg+zUSRRFwUrSWrBqJERTLvlnjT8u53DCRLKc+um66657zA7ooRAEAcVikauuuoowDLn66qvp6+vrvn7KKacQxzHvfOc70XWd915zDeHu3XzoQx/CX1S/ec5znoOUkq2zW8nmsvz+7/8+Y4sUTUepu+IYmSQkSbKsYeT8Qn7kIjkfkQwNDbH9iNpF0lnY40OHHvKcmwcPoochczPTy76+uCaT7aSeRKOB2iHBeQJ5tETyUIv/6tWr2bdvHxs3bnzYfauqesKzZB5PyDBEui7S91EepZLvWJiamuLgwYOcf/75J2X/PTy1MOPN4Cf+kr/NNyQuEEnEQLafQi6h2g4YLdkgJUpGJ1nkq6WT3qeqIUDIxy219ZRRbUkpl0hblyu2B0GAbdvdhUrGMXS2v/Oee/j0pz/d7SMRMn1vIpPu/o/52Z2IRAixbNF5nmCWq5HYts3AwADVanXpPj0PxTQRcXxU2m0x9v3oxySZDP7s3LKvh2HYjZCyHZJLGgvpLdFJTZ0okTQ6+5hXtD2UZHfNmjXs3bv3YfebJElXcfdkhfDTG/p4a3iPBLVa7YTSgT38fKPqVfHjZYhkUUOiJKZiV8jZMdOtANGOUPMGqq3jOyFZM733VSUlEkVP39cjkiMwv2DOL0KL5b+J43SJxjCMBYKJE5QOkVx47rm88dd/nTe+8Y2sWrUKSfreeUJ5SCKJk25Espi8uk/7i1JbiyXASRhS/9dPd49pMckI30ctldDKZeLp5aMNgKmf/IRECDTPXXYxn29GBLA7/RxHEomSzR5FJI1Gg3q9vuxnuq5LHMckSUKr1aJYLC4bkcwTw6pVq46ryTOKIkzTfFJHJMJLb2hxEokkiiJ833/4DXv4ucXX7j5E3U3v56pXXSYiWSr/BSiYBTJWyEwrSOsjZRvV1nBbIUXbQEqJ1rFGUXUBuoJaWJqGP1l4ShGJZS001iyOSKJ9+7rRyuLUiYwjFE2ffwMsJoEjIpKk3SY61oKepKktWCTzFaIr3Z0nkiOjJBlFtP/3fwGoVCrMzs4uvBYEaKUS+uAg4b6li7Dv+1x//fVMTkzgbd9OdmiQXJwwOTl51KHNS38BbGV5ItEHBhDuUkn0Aw88wH333bfs6bquy/DwMK1Wi1arRaVSWZbEkiTBMAxs20ZV1Yd1H46iqFvjmv+OqotcmZ8MkH5HJfMIiGTXrl3HtV0URXje8Ysfevj5wzfvnWB3Nb0nZ7yZoyKSKBHkrYWGRIC8kefS6X6i3XXiuo/WZ6HYOn47pGDr3HlwM0JNf1eKFmOfWkFRH5/o/ylDJEEQLClyz0cmUoi04TAMUVV1SdpExjGKnoZ8iqouSSHNE0k3IokiiJf38JdJguwUlbtEkSRIsUAu85+tKApCiHQ7IYg6i//Q0BAzMzML+wxD9L4+9EqFcP9CH8Zth27DcRyiKOKLn/40fZ5H/pmXYEcRE4uaF+t+nfur9y+RFeudY0vqi4nERR8cXIiewhDv3nsfchBWHMdUKhWazWaXSI6MSNq33IK7f3831Xg8Ucm8WGK+A18mCdXrP0l0+DDTH/27h3zvkXikjZxf/vKXH5LwRGeBTxonTiRf//rXj9lvsxi9iKSHMBE0vfSeqrpVInF0xG/q6pKIJG/k2dAoMrK1TlJbiEgCJ5X+3rz7JlzSor0iIgZ+/eFrlo8VnhJEIqUkSZJl+xjmI4WkQyRLXouTbo0EVetGJDfddBMv+5WXoSgKf/2+vwbgrW9/O3cf4wldJgnSNNEW7V8mCcyT2CKbEF3XCcOQmf/4T0wpiaenkXHM4ODgUiIRAq2vD62vTLiovvDBzR+k7bYZGR7m+ZvvZDSbxTr1FMwgWBKR3Fe9jy9t+9ISIpFBQGwYSyMS11lCJMG27Uz/zd8SRdFDdvSXSiUajQbtdnvZiKT5rf/Buf/+7ndyPHWS+dSWaZpEUUTSbCJdl2DXbry7jj1GdDns/83fwm21+M///M8Tet/s7OxDduLPE4lonTiRBEFwXIq0OI5PGpGE+/fjb9t2Uvbdw2OHIBI0O2qrWX+WgllY8rokJZIgFsSJQFEgb+YphAZRLHC3zqKVLVRbJ3IjCraO027hyhoCFZLHVxn5hHht3fDhnxIc50xhK2vwsj85dwlJXHXVVaxcuZLvf//7jAwOYochV7zylXz2S1/i0ksv5aabbmLTpk3cd+ednHPueWzZsZ1r//Ivl0Qkp5x6Cptv3oyUkm3btjE9M0PxIeSrQtNQ56MgKbsExhFqLk3TCD0P7x//EetlvwpCEM/MMDQ0xIMPPriwQynRymW0UnnJIhokAQ23gToxQeXCC3B+eCvW2rVoQcDExAQyipj6yEdILl3N0C1b8J6/UCORgU+QzxPXF6SEwkmJJHjggfRwmw3CffuIomjZiCSKInRdp1gs0mw2iaKIXC531FO8v2ULolJBX7kCSCOSW2655ZjXDxYiEsMwiKIIbS4VEESHDhEvSvstRhAEbN++vdvYGleraKUSSauF02gsSRceD8IwfMiIRPo+GMYJRyRSyi6R2MvIzRfjZKa2al/4IiQx9rvffVL238NjgzARNDoRSSITdEVHSIGqLKxzuqqQCIkbhSioFJIsTX2SO/o0rtk7wcCNLU4r7uFF3tkUh7McmmvjSGiTwfA9MsCh9iHur97PC9e88KSezxNCJK9454nJHueLuovx+te/ns997nNc+aIX8ezTT+dfvvrV7mCru+++m//zf/4PV2/fzlve/H/4i2uuSYvOut7tTr/8BZfz9W99HcuwOPPMMznr9NNZs2LFUZ8tpUQBhKqikdZmkiRB6RDJchFJ3GiA72NGEfrQENHEJP2bzuouejJJUiIplVCzWaIDCymhMAlptuuI++6n793vwv3JT9D6B1CiiCRJCGaqtG+6GTl+KcP3T+Je4nYl0MIPiAoFormjicT76U/T/282iaemiJexkoG0PpLNZikWi0xMTKAoCoZhHBWRRNPTiD170NeuASCbzSKE6Eqel8N8jWSeSIxajUjXiaYmj0kkhw8fZvPmzV0imf7o31F+2a8iHAe/0TjhYV4PRyTC8zEGB0+4RhKGIVLK4zKknDeuPJac/NHA/dGP0E/SVM8eHjuEcZraCpIAS7PQFI0gCcjoaXZBoSMoAlq+h6aY5Bomu3J1fqQM4poq46u38tWfwOZ4mkvGVxJ7EXUtS0vaTB6ocj7wnb3f6e7zZOIpkdpazmFW0zQ2btzI5s2b+fjnP8/ll17a3WZ+wJQiwbBtFCkhEYhmk2R+MZeSl/zKS7jnZ/ek75NySTG+iyQBTUMoCmrnc4UQ3YhEJsmS5jVN01L7kzDE8H3sM84gnpzAMIyuskw4DigKWrkMcQSKiugsQH7sUzu0j0whjwxCzBUr0UpFpBAUi0UakxOIVgs5V8doeUxMTDA0NJQeS+CTlEpEtSOIpL+CCNNGpfm0lzI5+ZBEUiqVOHz4MPl8vpuKApienmbbtm1pt3+ttiTd+HB1kvnU1jyRxHNzfPeFLyCenkE0Gt1rsBhTU1NLnt6TZiNV6fk+frtNEARHmWU+FIIgOCoaWJySEp6LPjxMvXqQq26/6oT2O3+OD4f5bYLHaLDZPJJ6HSkE0eGH7k3q4YlHGAuafkTVq9Kf6cfSrG7BPXngW7zN/yRz3/pjAJqhhy3B3nOIyWyVWSfk8uztbPX+m7PW3sLL7Axf/ulBYr/IVt/E1XQeODiLEJIf7PsBl6267KSfz1PCRv7ILuN5Q8WrrrqKvAQNSbPd5tzn/BIAf/Znf4aqqlz9jreDrvPBa64hmphAyWSQccxznvMc6n4dx6nzmS9/BlVVec8f/zEsswjIJJUQC0VBlRK1QyRqHKNoWko0sIRI6CikTMfFPnMj0URa26hUKszNzdEXRSnZlcvEMzOYq1cR7duHdcophElI7dBe1o6NUfvC57FOPw2tWAQhyOfztKamSNptqDWwWyEHOmkzSCXFoq+PeJGsVzgOxvhCd2vSaKKPjqJOTeF1VGaLSXpxRDI5OcmZZ565JCKZmJjg8MGDrIljRKOxhEhWr17N/v37l3TwL8bi1FYYhuizc7QLBYKJCVAUktlZ1NHRJe+Znp5eEkGIZgvRTGscfqfG4zgOpVJp2c9c8l12IoYjI5Lbv/ENcvk8F77oRUjfRx8eplGbYW/z+AlqvuZxvESSyWTwfb+blnws4Nx5J7mLL6b9w1s6QpOnxO39C4n5YvvMl97A4GmXMCMXlFviri8xYaykffensKzLaYceRRmg79jF/v4JYiF5XfgFNqz6XX54aCtnSHjNReP8603n8xb7LlwSRvIa37h/O7qqM5QdOunn85SMSERnTK2qqohOxBBpkmqYNv3NS4AlnfBQCO687z4++8Uv8tnPf77bkKi6HoKOf1eSLNsYKOM4jUgAtXMc8xGJYprpDbuI5DRNQ/F8xMgIRrOJdcYZXeXWfGNi0lkA1UIe4XuY69YT7N5DLGJiGdOamaTyg/9FK5cZ+O3fTjuspSRvWTRnZyGKUOYa5JyEYqnYvTbSD6C/QtKoL1wrx0FdVPtJmg0yZ5+NPj29bO1jvi/Fsix0RSHXsYSZXyB93ydoNlFzOWS7vYRIckDjYSKSxaktZy6NDv25OYyVK4mrR6e3pqenl8iqk2azG1X5nYjqeNNb8+dw5Dk3H3yQZsd5QHg+xvAQcaNxlG3FQ2E+ujje1FahUHjM6yTuj35M7qJnYIyNPSbjCXo4eQiiBNdxqdZ2MpgZxNbtbi9JcmgGRzmXfbpKmSnagYeNgmhoHLAmURSwpctLhy+iUCihRhGnjApeMFTlyrE8bS1m00iGf/7h1sclGoGnCJEcGZHEs7OIZquzwKQRQ6IpCLHgOTM/2x0AIbjw3PP49Ve9ije88pWsWrUKgUBNJJIOSXXkukchSVA0HQEEIkQoaWPhPJGIOEZVVeJ6nbheT4duJTFxXx+m72GtXUs8md7U80QiWi1QVdRMBun5WOvWEu7ZTZiki1Bx+x6MjRsZevvbUTrTIFFVCrpOqyPtVWtNCh70jy8MzBK+h14up4Qyf/jzRCLT6yiaTTJnb8KoVunr6ztqEZ6PSACyQYBVry+JSHzfJ2y3UTMZFM9bQiRiy1baD2Epf2Rqy+1ETlGzhbV+PfHs0u7/+ZpLX19f94lfNJskHUVV4LpomnbcRDLf1HokkQStdpeUpO+hDw0jmk3m/OXdBJbD8UQkwvc5+PZ3EEURxWJxWeVWePAgtS984bg/dzHcn/6UzPlPx1y9hnDv8Vv79/D4I0wEmjvJDIKBzMCS1BaxS04xmVZVKnKSduhjA0mQoW62sG2XLAEZv8FAfhAlSUiUFhcWNUZyGo5iMOHcz765NhcOPedxOZ+nBJEIIVAXd4W3HWQcdZ9UFU1DqAvNhaqqpn0hnUVOJglo83WQhY72lEg6aSkhQDn6cqQ2KxooCg1cAhmkT8dHEIn0PJKZGWQUIQyDEDDDCH1ktJvaGhgYYHZ2lqTVAk1DtW1E4KcRya4FIlm5r0ru135tyXEoqkpOVWk77bS+0nCo56FYXOitkX6Ans0t7b7vEIlimcgwJKk3sDdtwpydo1wuPzSR+AEZzz8qIgldF3QdpaPwmoc6PUXwEH0U86mt+f05zRYaqe+YtWF9t341j0ajQalUIpvNdhf/pNXqOicHHZI5ESIpSHCPkD0Hnos/L/v1fPShIWg71IM6sTi+9FYQBCiK8pBEEs/M4G/ZQhzHFAqF5Ylk926cH//4uD5zyb5nZ1EtCy2fw1y9mvAEZsT08PjD0jUsd5IZXWXQrpDRM92IRElcslJjovUMymKGVuhSTkwUxUUmAbE6SVaG0J5mMDtIIhNC2aBEAUWNkPIccqrJmasE9+7rNSQC6SKjTE2hddJDIgxBCmS0QCRoGokqSTrNhYqipCmn+a72DtkgJVIk3HTTTbzuFa9DFZK//8Dfp0QiJahHT12UnZSX5fsExKB0xurGMYppQpKkRBLHSAnJ3BxksrhxjAVo+VzX78q8516qU1OIdhtFVVDsNCIx164l3L2bIAkYmZNIVSF/+mlLjkMxTTJBgON56KMj6G2P6T4dWy6kUkTgY+RziM75Q0ok1X/5lzSqcl2SZhNzzRoM16VcLnd7Sea9nxZ3yvfPzVFot4+OSOYXQCmX9NYohw4TPoT9yZGpLc9xGCwUUoXbmrVHpbampqYYHh4mm83ieV6qkGu3u6nBwPepVCrHTSRBEJCZmcE5QpEVBQFBkJ6f8Lw05RjHqIpKPagf977z+fxDEknSeYg4MrX1sbs/RjtMzymp1xGtE5/Y6W99ALujbDNXr1qWSLx77qHx9a+f8L57ODGIMEHGgqpXPaYdUMbUKITTzGoag2YxTW11IhJF+OQTjWkxSJ+o0/RdxoNBjGwbSwiC5DA6AlqTDOWGkDIhEE0qfhHViJFGiTFrlPe/6OV8677HJ8X5hFTjPv+Xf4rvHN/NYqoav/KOd6FFCwvj+z/5Scb7+7lt61YKlkX/yAjPeO4z+Pznv8CLnvMi7rj9DtatXMm2rVs59+KLuWfzZv7xwx9Oi+mdp/X1G9Zx8213AGke/mN/+7esHBvjD/7qr2Cx1DhJEFKiJQmhkiBJmyPnIxLZbHaJSx8aJDp0CCWfw41jSsW0yUgxTZJWi/o11+C+7FeJ8nlQNVTbQvh+SjaeR5AEXHaPYOuZozzzCAmtkrGxHBcnDDFXrUbuuhcvZ+HXFmxdpB9g5vJEtk3SbKJXKil5zNUAiXBSItFKJWJdp6gbOI5DHMd85jOf4e1vf/uSiOTMu+6iMDpydETSqQckloWxuBB+YD/RqlXH/C6PTG15vsfo6BhCSvShIfxtDy7Zfnp6uusI4LpuGolImUq5MxmCIDwhIgnDEKvZpLZILZU0m8SZDEocda6hh2pnEDJhVWEVc/4cA5mBh9237/sUCoWHrJHEs7OIVosoDJdEJLcfvp1fGv8lzh48m6Te6E7PPBEE2x7E6gw+SyOSfz96mz17CLZtp3QcM4N+kbF7ps10K+CidY9slkfjm7sxVxb4i/pV/OF5f8hpldNwgpj7DjW4aF1/t6VgQFS5W9Po1wtLU1tSUkpUpkU/a5IdVAMXv7mJL9oVCknEwaDzwNWeZijzHNrKAdygTqk1gLYmQbGLBMEcpw4XmGoG1N2Qcvbkem49IUTymvd+5OE36iA8cBA3k0GbfyJ1HBTT4jUvfSlfvekmnnPllfzKq1/NB//ug+TyWV792lfz4AMP8puvfjUfufZa3vKWt/CurVvT9NeiOshzLn82//u170LJ5rbbb+NVV1zBOWdtSl9f3MEex0hFQZESoYBAoIhU363oOrITkRDHaMUi8fRM+m9NxbZSMtBHhpn7t8+iD6XNk06tjmLoKJkMouPtZIwM09q1naftknzz1waOmnmiZrIYThtXCIzxceLddyOKJdzqQre7DHysYgHPtknqjZRIHJfEaaPl8gjXQUYhqmXhlsuMNBscsm1mZmZIkoQ9e/Z0iUQ4DoplEU9Ndy1NIF0woyhVrCXZLOrMQl0jmZqGZXpxut9lGKLMzqL6PpGq4kvJ+JrVCEAf6CdZJiI55ZRTaLfbuK5L0lFrSddLPcqikLG+Pg4vGqP8UPBdF811u0o7gOjgQZJ8HuF0LGQ8HzWbIVIE6/Orj7tOEgQBhULhqIik8fWvkz3//PQ7q86mbgiuSz6f7zosn37nNAeHt6RE0mh0I64Tgb9tO5U3vB4gLbYvc02E43R/bz0cG9/bOsXMIyQSmUi8+6tofTZe5LGjvoPTKqexa6bNZ+/Yy0Xr+omFRFMVBuUsM5rGoJlfUmxHSgohzIgByuJn7A485tzV1Eo6+dCjTxZo6v0U21MMZYeYUrfhtpsYiY4iI7RMkShMv/8XnjnMd7dM8aoLjjXN6LHBkz615RtpBKBoGjJJEK6HYujoqspZZ53FT+6+m3/4h3/g0ssuRVdUko7/lYaC2vHHUugs+kIQM+/vL3np8y/nvp/dxzMvvpgv/fd/84nP/efRyq1O5zoIrERBINI0GGndgk5RX3b+31q/DqNcJtE0rExKJMbIKHP/9m/0veENFGdnqdVrqJaNatvIjtts/vLLmfjEx9EEhLa2RFww6Uwi8lnUep1QSvSBAdq2itZXIZxdsF0RfkBNdwgts6vckmFIUqt352wgJPub+3HLJay5ORzHYXJykg0bNrB79+4ukcQzMzTOXY87O7XkWHzfJ+5IouNcDq1jjy98v1PUf+jUlnfjjUR33UUURQS6TiGTITYMtEr/kqZEKSXT09MMDAx0aySi1UQtFhGuiz4wQBBFJxSR+DNVjDhC7fTzQFrcTkyTqNMYKHwPxbZxbDhVGz9u5dZyRFL7wheZeM9VuJ1m0HkxgREEXfkvwHO/M0nlPf9C0m6TNJZGJLsbu7t+cEei9oUvdtVZwY4dWKecAqS/dWVRenMewnW7v7cejo0HJ1s0/UdmMRLsaYCqItwIL/bYUUvnIIWxwI/S7zGI02mGOXUaXzexJWS0DIebDXZOpzXQWEJNt6kkbdRGxHahsT/Okg89KkqRaWNFGpFkh3A0B3UmQSmbEPuY2RJxp2/synPG0u7Gk4wnvdC8pgdYiYqi6Z0ZHgZXX301wZ49fOj976c+PcPgqpVsq27j3NNPJZEJf/VXf0U0McF73/MeAN7/rneBrpMkEY2M5DnPeQ776nsoT7p85sufZigzyNV/8icYmcxRyq00IlFRpMSOlfSmljIlkY5sWF00Y0PRNEzTJNE0DDutNRijI2Q2baL9vzcyMDNDzbIpZmwUO4MI0hu78trXUrnsdOZe8XpiZekC8PG7P85lpYR8rZ4ek6LQzEB+aHTJ4ht7Dh/d9TF+21xN0mhw4MAB4ihKpc2+T9JqExBz7U/+hktLJfTqLG1NY2JiggsuuIDvfve73U52d2aG/9g4y3OdgNMXHUsURZCkkug4n8fsLI7RwYOYK1d0F+nlfNHCMETuP4DMZQk2bCC0LOwoItF1AttK60sd7Ny5k8HBQQzDIJvNpiIF3Uh9wzwPY2SEsGMuedxEMjeLHqW1K8/z0oX/0GGErpPoGsL3ka6Hmsng2AqjsnjcEcmR6jLv7rtpfO1rDP/ZO7tii6Q6i1apoAchtm3jeR7x7CyNvMbBZ40y/q53oWayXTHB/+7/X/745j/my1d+mfXl9Ud9ZvvWHyJ8j8prXwtJjLpoEJcxNk506BDm6tXdvwnH6XqJnQhqtRrVapVTOkT1844HJpqs6X/4aZ/LwbtvhtyFIyT1gHpksqO2E5gnkqT736au8qXyNG9RBiEJsXWbOw/OMbFnB3+KTluJiXMm/V6LsYkMruojwiynFPM0hMm0NsQG9yAKOq7qU67aWCM5iAOsfJl4KiWS9YN51g/mH5sL8xB40kcklmIQkSqnRBCgdqzkFcMAx0EqHe8rJLpQiJO0ryNJQoS2IP+982c/4z++/BW+8F9fYf/+/UghUFQNVSpImaTpLFVFJkcQiRCpy68QZOI04tEUBVQtJRMJihAL5pB0xs8aBmqnzlF4/vMZ+tM/oXZgJ5atUq/OoGayqLa15AkxCD0UVUNqS5/q9zX3ERdsknoNM0mIk4RGRqGyYu2SGe2e08BRQnzdQDQabN26lcD3sU87DeF5xFOTRLZOq3oYv1hCna3iOA4TExOMj4/T19fXfaKOZ2aYyyTElnZ0x7mUoEBcLKJ2Fv/wwAGMlasw4uSYhoRRFCEnDiMPHSJstwkzGawwRBo6tbm5JVb9N954I8973vMAlkQk+uBg2jQ4MEDQadI83tG9Xr2BVShgC9FVgUUHD6IYRpqqm5tD+D6KZeFlVCqxyax3fF5eR0Yk4d59ZJ/xDMy164gm0jRDPDuLuXYtWpDayPi+j7/1AQ6OGdx4liTcs7cbSf740I/4xL2fYJ1cx4GZ5YdgST+g/b83EuzejbluKdEYK1YQHjy45G/CcU84tSWl5L//+7+55557Tuh9T1WEsWC6FTyiiEQKSbCrQfbsAYQTcXjfs9hdTe/PIBH4Ydz9jLZxBwUheLaxEmIfS7PwIo/Dh6ZJlAzTuodtlsgoPkE1z4i1n4Jt8PK+i8hEAQ2RASlo+TGeFjE0VyI31gexTyZfRsSPrWvCw+FJTyS2ZhETo2oaMoq63bqKYZBUq6jzlu2ApmrEcdhRc8UEMv3ipBBceNFFvP7lv8or/r+XsXLlyrTWoRsoUkGKJK2DLJpZkrRaiCDodrQjBHasksgETcpUTpzuHSVJ9zUPRVE4K5NBMdO/WevXd6xSpojKGq0wRM1mujWWeUROi8jSkfpSItnf2k+UzxDNzJABfN+jkYGhFRtQ6gtpkMBt0dJCPF0jaTSoz84SJQn68DBISXh4Ak+GNCb2E/dXSCYmCYIAt5OzX7duXbfQHs/MMGcEyL4i8fR0h5wTEBIFBUU3CEtFlE6UFB04gLlyBaZIulLaIxEGAYaqoQlJ2G4TmCaG76MaJnOHDqXpyyhi69atDA8PMzCQFrnnVVtJs5XOVgkC9MEBIiG6taTjGZYVNJtkBgawovgoIkHTiGfnEL5HYCpEWYtioFELji+15fv+ElJz7/oZ3l13YYyOEHcikni2irl2LXpnkqfv+/hbtjC1Iocbu4AkaTQwxsf42cEf84aNbyAX5JhqTi37mdL3iQ4exN28uVton4c+NES8yG0aUifoE01tbdmyhSRJfmHmp+yutjlnRekREUl0qI0xnkcrWgg3QiYGppKnHbYxZx/grY10VEIQJVw+5/O7cysJMCAOyegZvMRndrpKomSo6g59egZVkdwUJayydrK6P89+MURGujQSC3SLdrtJoMEaZxRruABxQL5UQcTpw9/9hxr8y83HNyfn0eBJTySWbhMrnUmHi0bnKrqOjGLURJCIBBUVXdFJkjCdCyIksbIwO0RRVSSQqKTKHylRND29AB0iQVWhk4+ODh0iOnSIRNNSIgF0RUv7TwA5300OKEmMYixN5WhhhGIsFMyF75NxIjTbIDRN1OzRoXPUahLbxpKEoxM5VL1qGpFUZ8npOu1Gk1YWBsc3oDcXVFOR59BU/LRGUm/QmpkhVFXUcgm1WCTcuxdHeLgyQJRKxNNTJElCf39aVFy/fj2FQqo0i2dmqNJG9BWJp6YwjFThZShgKKBYFlG5jNopGIf704jERME7hnNu6DhkV6wgu3IF/swMoa6juS5GxqY2M4PW3088N8e9997LxRdfTNJpWDwqIgkCtIGBbn3Ksqyj1FIyDNnxd3+/5G9+u012ZAQrXPDbCicmUAwDVdMIqzNIz6dJAIUc+UBhzjuxYvv8ccSzs8goQh8ZIZpKiSCp19FXjGNFMZZlEQQB/tatHBq36bP6SKQgabXRh0fw/Ta2ZqMECnPu8scgfJ/C8y9n9jOfwT799CWv6cNDxNNHEInjdkcJHw+klNx000289KUvPWEimf77vz+h7Z8MiEXMfz/wM85ZWe7WM04ESTNA77NQbA3hxQihM5Zbxc76TszmfrIifei7p/ozNnnrMKOXEEidxPGpHLQJYp9M6BJgM621Kas2Pln2CYcNxl5WDxTYHZbI4uNgQX4Yd26SRDfIJRmM4SzEPsVyBTpEsnO6TRCf+LmcKJ70RGLqNomS2qDIOE6fHruQqCIhSiJURUXTjG5qS5GSiM7TfkeJJZEkShpdSClTN2DZSV91iER2XpNJgrFiBbK/P+0/UZW0L0WCIuUCkShKallyRE1A+n53qBZAPDlJrEGiCPpqNQ7W5tKC76JCWNRuktgmQl344vc3U8uRsGCT1OvkTIvW3CzNrKRvZA12a2EBjUOfSBGdYnujq7xySqX0CX7/PprCxbdU9E5aLpfNMtrxt6ooChfffDMAzdmJDuHkiaenMU2TZrOJiYIFYFmEpRJKpzAcHtiPsXIFmirxFs1DWYw4CLDXriG7dh1+rZYWJRtNrHyB2twc+sAAcbVKvV6nv7+f3b/6MqKpqW49IWm2UiKJotThtkPwuVzuqDpJfds2vjA3y7//+79T7QgCQs8lu2Ic0/Pwdu9GSkkkJaZpYhkG3kwVmSTUk7Son/PlcddIoigim812I5KkVk97ncy0ETT9UQD5PNYiW51g506qwzari6uJrLTXSSsW8P0WhmqAzzHJTAY+xRe/mPjwBNappxEtmkFhDA0dNcI5jUiOnxDm+376+vqOy/plMepf+OKTeqTycphwJvj8vbdwxmjxEb1fODFq1uiKb4QwGM2uZmd9J7ozhS7Sa/j9A/9Df1JCihV4YYH6LQmVu3UC4XN6EdrCoqq06VMsoMSwOscafYZV/VnuaRepaC6hmiHJDRHWJ5CGScNyUG0d4gBNnezOIzkw57Ky0nP/RZ1foDUVuWgG+7y6ShOCKI7QFA1d00lETCITFOh2Jc93r4vOon3jjTdy1Tuv5vfe+U4ac/W06VBRmJqZ4dqPfYzffdvbqDeafObTn+baa6/l3264Ib3xNRWQqFKmBAJIRYUwXDiuKEoHcfleOkyrg2hyisP9Kknb4bx8ATNf4BOf+ARO2+nOThft9lFEsq+1j4HMAEHBRrTb5HNZvOosrg1aLocZLmwbJRHDDQWvr4C7YwdZRUE3TaqWhT40jH94gpYt8S0FLQjQBwcpSdklkqReJ/jxZmQYMtNM1UBJMU/UiUharRaWFJiKAqZBWCigdBam+PAEd6kHuXl8F/4xLNhlGGKvX0/+1FMIXRdF01NyLJeZazTQ+/uJZmaQUqKqKv7MFM3//u+ud1rSaqIPDqQS5v6BbhpyOSKZefBBVk5Ocs4553D77bcDaQNjbvVqzHYb6/0fIJmdRfb3p0RiWrgd76+6X8colTGckLpfP2oQluM4fP/73z/q/Bb32ySNRuquAKjZLHGthmIYiEwWs/N33fchm0E3LVYVV+FZqS9cS7PxAwcRCkxhUvfry19PIbHPPpvCi17EVFHwJzf/Sfc1fTkicdwTKrbPjwQ4coTD8SBpt7uS6qcKGkGDejPHyv6FuUMngsSNUHOdB11FIoXBcGacHbUdmO4kugjwY58H6/eQEzr+4AGMg89EhhLdVwjigDNK0IgNalpAQWgUkkHGc9vJKpLV/TnuqmXpVx2sbJGWXiFuTqDaGRr59FrL2OeBPX+BqaSR54Gay8q+x84Y9Fh4QlRb0/90D8I7vhykYuvor8gSKQKl46t11VVXMVYo8MMf/pByuYw51M9lL7mMD//nVznt3NPYvnU3a0tl7j68j0uefgl333orn/jc55AKqBKQkue/5HLUmmDPzj188uOfYtOpZ/DGN7yB9atXc+vmzei6xq6dO3n7n/wJH7366jTtpagoEhQpkGqHOFQFGQSg6+lwoz178XbuQDRbS/oa3cP72TsMaxpNBt7yB2TuvJNn/sozUb58A3fceisvvuIKknYbadsk6kLdZH9zPxvKGwgDOzVuLBaptVo4dkqOCgpREmFoBolI6G8IgpE8wdQUlY1nYOo6h1Eo9/URNxo0NuWJ1RDV8zDGxzh/5UpWrF2bnovnpfbsDzzAtFdFQSEp2MQPzmCuW5tGJEkqNpCGiZiXZIchUghmozqRkeAdow9ChhHm2nXo5RKeaVEwjZRIBgdpex7a0BDN/Qcol8vIIKCeh9x/f5PKb/1WWqNpNpnLSUQcI0pFjI68dTkimd1/gGy9zvjoKPfffz8AYRiRW7sWq9FIpdQHDsDoaFpnyWbwanVsoBbUMMsVxEwLv+hz7733cskll3T3Xa1WefDBB7n88suXfOZiBwDRaqHmcszMzKAODeHfvyXt68lkMDvb9NXrqKeux9YmWV1cTVuLsHWTLbUYP/AQoSCv5rrd9bVajTvvvJMXvOAFC/eHqrLi7/+OzRObaUcL131ZInHdJT1SD4cgCLDmxS0d/7ojxzksBxmGEMeIVhMtv7z6SUjB9tp2Tq+cvuzrTwRqfg0ZVWjJfeQsHSdMyFvHv0QKN8IYSc9XZlTkrEHFGmH1TeNYhQdoEvLxuz/Opr6L0UlwViTocwp9z2jg3jhEKALW5ARtadNQY6x6RFs3GMk8gI3Cmv4s99d1ymUHUSwzIwNka4qsPUqrL01jirCBH8+iKhrJg99m/1yJVZWTTyRPSEQy9DvnMPJHTz+uf/rfcha6UAnpuPN29P6vvuIKpmZnueDss/nNt/wmt3z/FkqlMle84gqKpSJvfOUrKfWVePOb30whn08NCxXQpYIQCd/75vfYsWsXp5+ygcFKhWarhaKqXH7ppbzh1a9mcmYGmSRpCkhLFV2KqqKmHimIbkSiIIIgtZpvtVBzWfSRkbQmsygd0Dq4l+aqfrSmgwwCarhcd/91ZPrKVDvNY8JxEJaVpvI62Nfcx4byBoJiRwHW14cd+DhW+rQkTZ1aY4p22EZFwYpBSXy8DRsY2LMXS1GYCgO2eB56klAr6/RpRWS7iTE+zkAiuouF8NIeCvdndzFrRamPTz7TrZG0Wi2MOMZSFKRpkigKqApzn/138pdeSj2ok2iy61pwlN1MFGKtXUNmbAwvlyWTzZLU6xgjI9ikC1dr5076+/uJ6jUO94E6nE53tG2bqFbni9Xv0lZDklwOo/NkvxyRzE1PkY8TMkJ0bWBiRcEuFDD9AEVKgm3bkENDmKZJJpfDbzZAgXpQJ9M3gGg1UaRC02ky99l/7zb51et1arVaV+QxP1VyceOm8DyE73P77bfjZjP4W+5HG+hHZDMY80QyVyNcswJTM1lVWEVd9RGmjWdkCCKX2I/pbyc0vbTgPzs7y7333rvsk/K0N73Q0AaohULq6bb4+ofhEanhh8biIWXz4oDjwfxY5/kG0uUw7U7zgR9/4LiP5fHA4WYdQ0/YNvcgRVvvzlSfx0T7oe1G0tRWSjwiA4nQsKIsG2dW8fvqfVw9HlK0irxw9PWoRCh9o+wbvx3N7Pi0JQGDeoSnmISahuXE7LJDKkkLS1EZLFhoKpQUl3KpzOGkhOJMc3op5oXDnQmoYRPd7MdUEtQvvgbZOMxgwTo5F2wRnvSpLSklulAJZJTWJ5TUD0tNEs467TTuvO8+PvnxT3D5Cy5H03UEgkTEaLoOCuidEblJR+KrC4UgDnn+Lz+fd73tbTTrTSzTYOeePdy7dSt/9/GP89//8z/09fWxZsUKrv/EJ1i1YhzUNLWlSUAkqZ+VlJ0CvUQxDOLqLHp/P+b4OGN/8ze47Qbf3vttALzDB1E3rEV3fITv08LHiRyMXB6nM4hKOA7CtIhY+AHvb+7n1L5T8TKpcWRhYBAzigmMdDGJillqU/vY19qHIVVsPYMMXabGx8jdcw96ktAKQ4y+MgCtgkbJ6iN05jDH016DeQjXI3vhBTg/uoNaTrIivwKRyyypkRhhiKFqCF0nThIwLWr//u8M/PZbaAZNEl12VVsHfvu3ad92GwBxFKEmAjWXS59qFYVsoZAWoEdGKNXrHPjKV2g+8AD9/f04tWlcC4wXXcbcv/9H2iTZaDBluHi6IEwSjI7iLZfLHTV/vuE4VEZH0T2PMAwRYUika3z74LdRO1YUwc6dyP4KpmliFwp4jSaKblDza2SHRommp7GFTdWpUr/hBtq33pruu9EgSZJuZ/p3dn+H0Aq7KSCZJGntS8p0XHGpjHff/ej9AySWjdaxaMk2G3jD6VCjVcVVzKk+iWnhmTZ+7BH7MYN1n3acnlur1aLdbi87XnjGnSFYJPmcP5bPP/D5pRsqx5+yWUwkmUzmuAvu3bn37WMTiRM5BMnjK1FdDl+96yATjfR4p9st+nMZHph7gGLGWKLcciKHP7jxDx5yX8KJ0DqpLd+SCKniNQI0qfHZap5/PBDzxo2/hRGYqIqLUR7FiTVIgjTzkiSYiQe2haJmyRKyNdumP3GwtCyKorCqoFKQDv2VCnv8PLo7Q16NIEivdZK4jI6+DF2NkYrOC+KbHlFq8kTxpG9IFEJgSA1fBBRIb4D3/MVfEB08yAf/7/8lVlTqRoRV6uOyS57HjpkH+aN3vh192uUP//wPkUnC+/7sXWnHu6aiApue/jQC1UOZbbN2dIz1v/46hJqh3NfH+qEhQl0nH0W89qUvxRoe7vhZpfJgVZBOW6TTv9KJVGQQgKqkvSONBmrGZtvkfXzugcO8aM2LiCYnyD7rdBB3I/2AunRxIgclU6JgmulC6LgI0yZmIbfcCBsMZAbYUd8BqkppZJhpy0IjfapNSjlaUweZ0WtUFJVc3yCy3WR3pp81rouMIs454ww2jo1R/9S/4uYMMmaeyGtgjI/j/uSnC9fac7HP2kT9i1+k/ssZxvPjxJZGXJvDMAymp6cp+H4qSjAM4jhtgjNGRtDK5dQtV5ME84qoPXuZ/tBfk/3iF3AnJjAWiQ/MXI784CBJvY65aiX5PXuJf+mX4Mc/Zqy/H3dyN44NLVPAt79N9qJnkDSbTCkJiQITzQn0DpHk8/mu6SSkTaRt3aDciXgA4ulpYtPi63u/zm9lY3KkSjNx9tkpkWSzqT2+bVMP6hRWX0B04HOYcYaqO0O4fz/ez+6i71WvotFoMDQ0lA4p6+vju/u+S8ZYKGjGs7MopgWqQrPZxC8U8L//fbLnnUtsW+gdIrGbLVpFG0uxyOgZXEMgIh3XyBDEAZEXMTTRwNmU/h5arRZDQ0Ps27eP/kpliVBj2p0+amHW+sp84p5/5hWnvgJTSxWEimGmMnrz4b2XFqe2TohIuhHJsccVO5HTdbt+InHjgzMM5C1GSxlmvSYDuRVsr23nVNug6S00BvuxTzN46PHLYlGNpG2kv02v2flOkiwSBT8WxG6EojhkC320Yi0tkGcNMrGOIR1ypRy2lqffuJU7MxFnthwsI61jriob5BoO2YF+tm+PucifwVJjCJoIESJlRF/fxejKP7Jn7AqeP3Vrp+/r5JLJUyIiMUjnGc9fDOn7qLaN3t+PYpmocYIZJOkURCCOAhRVRVM0kiRG0VR+tPlHfP7LX+ULX/wKUxOHgVTZpSXpGN6FPhKJkSSIeWdfKRFq2oCIqqImMrVNAeJGI7Wv1xSSVgtt0ZS+OdGm1ap2LTbkdBV7LPWhSjyXOdnGiRxUy2agUGRqagpcj0QzSTpqs1bYIm/kMTUzvelUFRyHwvAQpkgdh83+Abbu+hEHq7vQFJXc4BiJ02Cm0cB8+vnIIOC5l1/OQMcDK87amIqJUCVaf383Ivmjm/6I6PBh2t//PvbGjdSKKuOFcUKRRoKGYaQRietiaipJJ40z8Dtv7UpK54nEDwKStkM9jrCveAmH3vlO9v/pO7EHFmaJm6aJbdtMzO7FPuccNl71HpojIwjfp7+/H69WxbGh+pPbkFFERjcQYYhDQC5SuXniZoxOaqlUKnWjA0ibI71cllKxSNJokM1maR48iDR0QhHSzINQVaKJCZJCAcuysPN5ojhGydjU/BrlbAU1lyPXUphrTpG7+GL8LffT/M53aTQarFu3jrlOM2bNrzGjLkht46lpVNMERaXZbOLlssRTU6m82bLQOtfLbLVoZnUsLV2sA80j0TQcwyZIAoKWR3lqujseodVqcdZZZ7F37970wSURiA4pzXgzRxGJPjRILWzgRE46P0dVOjNwjo8QHnFE4nYikk5q7YcHf8jXdy11HXYiZ8Gk8AnEc6c+g5hOh5o1PIeCZaMqKlmTJamtMAlphQ9tpin8GMVKH5ZaWkpCbitEsTVimUrs/ShBehF9ylcpihatWIU4QM+b5GMNLXYZGilgazkq3Ixv5hmQPpaR1l5edEqeMm2G+ytsaWUZdraz7p6PwPSDNJr3oKo2lj2KQsJ9yWoiqw++8tuP+XU7Ek96Ipkv8KmSblg+n8vXSiUU20ZPBEatkfYXSIU4jtIO8URSd5qgqpx7/rm8+lWv4HW/9gpWrBrr7FyiC1BEh7E7smE9ivGlTKXBcYxQOySjKCiJBCkQUhJOzxBrgkiVcIQ0+Yt7v8o6e0WXBEQQ0FccIskYONOHqYombuyiZmwGCnmmp6dRXJ9I07uh6P7mflYVV2FqJpGI0IpFpt7/AbLvegcWOsJxOHP9xbSnDvH1Lf+FLhRyAyNIL31y6n/d60HT8HSB2mk01AolLMVCljOIdptoeopW2OJ7+75He/8ehO+TPf885jIJY7kxIhGh5nIYpAuZ3nYwVI1E11IieeUrUVSVpNGgETaI1IQgDIkO7KeeydA69VScW35I/3uvITO2MEbXMAzaRhs3clEUhdH165nyPNQ4oWDb+PVZHEuhsW0LqmVRqM0hpAQpycYaP5z+IWaSIKWkUCjQXPT0O/upT4Gup55njQb5fJ7mxASKpuHHPi1L4BaLxHNzJLlcqtqyLBJAzWSoB3X67D6sU05hZVWkNZOzN6EWS0xedRWtuRqrV6/uEkk9rDMp06ZDRVEIpyZRTAORyxEEAe2OVY7eP0AsJWpHYq4Cdb+VRgsiITAShKLS1iwCGeHXW2TchcW73W5z6qmnMjExQdKxVwkeSHPjM+5M12duHsFQH4lMcONUraVks+kMnOOsdTyqiERVuzWS3Y3dbJ/bvmQbN3KfFBHJiL8bGqkDQN13yJsWp/adSkB9SWrLT3zaUfuYvmdAN/UO0NQ6btntEGtMx1XSNcePEvASTA6Ri6q0ojS1pectcrGJGjm0VImSmOQUn0TPUJEhGTO1OXnFOUPkcTEzRRxp8acrP0/71JeBX6de+zGalsG2hlEUwc8aWWqDF0B128m4dEvwpCeSeSmoFSup5FbKNCLp+AoplkXOF+lsjyRBQ0WXCmYmg23Y+HEAqkosY1BUdBRiGaNIBZR0fK4UAoEkrFZROr0piZQoqpKqklSlO89ElbI7bVBKQawIIkWQxEt7Se6s3cOAWmQ0N8rh2b1EukLFrhAXc7iHD1AVTfrtfrAs+nJ5pqamUN2AQNW6yphD7UOM58e7ZGSuWEH/m9+MOG0NlmKk3ln33McVsyv41VUvwQolmWIFDMjncpQvex6qbfOHN/4h2910PoWeK2FgQDmXTtGTsGsuNZZrTB+EJKH8a79Gu2QxnB0mTEL0SgUtCNI5660mpqoiOrNeFEUh+/TzcX/6Uxp+g1AVBFGMs3MndTvDga9+Ne39KJcxFhGtYRhMO/vwDIkXe2QyGRxVxYwiogMHCOtzODbI09ejVSrYu/eQSIGBhq5otMImqpr+FkzT7Ba5vfvuo/HlGyhrOlq5RFLvEMlMFXSdIAloaxF+Xzmtm3S64y3LQhh6WiMJapSsEuratayqS1zZxjrtNLLnnYtotzFaTQYHB7tEEiURERFRktrke5OToOkExQKVUom2roGuow/0p/Lgznx6ra+PWrOGrduQRPimJJGStm4Tigi/4ZAvFtGEihu6tFotSqUSxWKRWrUKIiHu1NfqQZ2cuVQh5XQ8lpzISQecZbMoiyKST9+2h0Qcu17yyGskqamm6EyyrPm1JQ4Bh9/1bpyoTSAenxrJhzZ/iAOt5W1mjMQl9FLCa/guBctmY/9GmtHUURGJROJEy/u6yUSkddQOWmqIisRzIsz+kIAhVJW00dGPUfEwwyae1CEO0XImhSSDGrs0NAGxRhafvKKjIrCttFEYM582G1p5hgoWu2faqeowDgjDKoqio+tlQPCTehZt6DQ45QXLHvNjiSc9kcxHJFYgSOYX9iDo5nhVwyBWSRvUAE1RMWRq8mgZFigSoappT4miokmFiARdSBJNRxGSD370H/CVgNhx2LFrF9t27SZbKKAaBtIPSNQFp19NpJJfOr0kniHxKlkCudBLksgEzc4ig4Dx/DiT+7bQKhtU7Ap0+jJcLabP7iOxdMoZO51N7vq4YmGscD2oU7ErmKpJkASs+uy/UbryCoI4wFJMRLtFtH8/8e49vH7dK1ESSTZThGKOkm2nQ5osi+217dxX30qYz2BreQxpIAYK+Pffhz44yN49d6MpGsHsNDKO0fr7wdBSAhMh2kA/Wmd8rxGG6EhibaHekb3gAtzNd+LGLpqqESYxze3bcYsF2paNMTqKMznZtV+BlEiqMzuoF1QaQZqW6hscRAeCnbuImo1U4nzeWRgrV5LZsR1fVymreRRNo48CgS26hV1d1zl4zXs58DtvQ5gmfbksWqm0EJHMzaHqOkIKXBkQlsoIFsbv2raN1I3UQ0zEGKpBvGKcsdmIQLpYp5+O/bSnIaOIfLWK+9cfplardR4oJOP2ODvqOzAMA39qGkVV8QtFhkolvCDAGB5OU4lRhKJpqTfZ+DgNp4GpmYjIQxiSWApamkUiE3wvoLh+PZlEZ7o13V3Y16xZw+7du5FxkjY+drzmlCNsXtuVlATcyEU4bip06EQkLT/iA996ADc89gTII4nkeFVb0nXRh4cXbP937cW6P7XpSNptGv/v/+F6zSXigEeLu6bvIhLLtxTsrO2k6lWXfc0QHomfihmagU/RzrCmuAZXVGn6i2okHUXc/ACyIyHctBlxHnUlJK8q+EGMkZ0jkv2gaPhBAH6CQgDuLCEGk47gwzsmKSZZiBzm1BARq+QIKKIQo2DP1+DMLIgIjCyr+7PsrjpYugEiQoQNFN1KBUkKTIsSQ3YC1sk3bXxCiu2f+tSnjvvpxjRNXveKV2B6CYmRSmrfd911rD3nHG699VZKpRKhFvKm176JT117LWdedC73/ORuNp56BnfvfJANp6xn39adXPOxD6GioKFw2213cOPXf8CQXeA3X/YyJianuP7fPg2zHpectQmRJJydzxN7XjpC19ZTH6hYoCkaQkltUoSmExNTzvTht2codhbXKInIFfoQQZ2x/BhzD2ynVVQ5064wWS6T7N6Dkeknb+SJDRVdCMIwJGm0WHXKaSgcREpJza+xopCmx6Ik6hpW+klq8pbMzZHUaqAoCNdFURVs3cbty1NK0gbD9lCBdrSPrbNbMV50Lra0iWQEI/24X7kZ+5yzmX3wHs4eORtZ24GMVFpRi4JZ6H6uXulH89ICqhknECeE9sJPJ3P++cxe/0k4ndRqRAi8XbuxdINo4xloccTcrl0MdvpVICWS+vQeVg4OUA/qjOZHGRoaQtNUgt27iOt1Ek1BnLIa6xQP/6tfpd2fp6RmUQyDUpIlsNOxAlSgkM9T/X9fo1Au01IU+sp9S4jkQKuJNTxM3shDXEfYFhLZJRLLshCqgiODNFIE3MFBBqoOIRZxqUSmY0OSP3SYJI4Rq1fRDttYisX67Pr0GhsGfnUGU1Fw8zkGsll21GoM/uEfpg2XO3eSyeUItm0ju2YNTWeKPq2PdqOGNAVJEtPUrNR9IY6xTz+dbLSL6UbaE6IoCueeey7/dv31XBaGJLUazbBJ0SziRA6xiNE7PU7togHN+YhER8vlwDAQrsdtO6tEiSSIBYVj3HuPOLXleRgjw13VVnbrfka3T8Bbwd+yNf0Nt+oESZA6TDwGheCP3fUx3v2Mdy/rklwP6sckAEt4JEH6WhRD1jAYzg7jihuPikgAmmGTUUaP2o9wI7Tcwj3RkCFFxSIANDlNIkrEqkUUuKhhgkoI7SkiZYBdzYS76w7PE1kU6TKj+CSxQtZQKUrJrKZz6nz/jpFNbZxUjdX9OUxNRScGKUiCJugLog/VjCkpVVrh7DG/48cKTwiRvOlNbzrubev1OipgxpK22ZmOp+u8/vWv58tf/jKXPf8yNpy3gW/f8G3yhQKv/rVXcGD7bv7PG9/I1X/3t7z611/Fxz/wj8QyxlBUVClIEFz89PM5bXQ1t99zD8P9/bzpN36Dj37k2u5Md0XXU2PIeoNETYmEMEyJRBUoQhBbBioJGT1DVV+4IUIRUsxVkOE0K/IrmD20mZm8oM/uw6wMoFfvpq+0Ec/IEhoKsmNBrnkRT7vkUr605YcESUA9qLNpYBOmmkYG8wiSAFu3cO68k8wFF+DcfDPR1DSKncHSLDKDZZ59WBLPzXFwWOO5K5/L1tmt2Jedh91I8/OxAeg61vr1iLvv4OJzfwXVuRclU2HGnWEoM9SNSPT+Cmo7DektIE5iYnXhB6uVyyStJqpipelHIYgOHKBYLHIoSdAHBmnt38+GCy/kloO3kDNynHf+eWz74icxh0e7DXebNm2inssTbNtOXD2EfloWnwhr3ToQAt9UKQgLxTAohhaeHSA7BJd1HFTLYvD3fpfGDTdQsm3URURS933MXBoRFSKNKHJB1ZYSiYS9yTQvXPMqANqqiuUGRJqC67qUO1Fw//g4Yvt2isUiB6oHyCgZTi2dypbZLWw0N+LNzmJKiZfJ0K9qJElC6YqXAGnPiZLP4T/wIJmzzsKb3YupmcxVp8AQiMClpVlYQqAnAvu0U8lu+Z/0czrp3EKhwCmVCghBUq9Tc2cYyg4x0Z5IU5EdImllFQyhdIlEyWZRdAPpe9y4e4asqRE+hA/TkX0kJ1Js14eGiTvWNEm7xYrdKan4W7akv2GnhUQSiairKHs0cCLnmLNj6kEdJ16akrq/ej+NoMG49JDBfN+Thm2oDPlt2t4emkpKJH/znW1csLETkXSaPj92407OGC3wvNOH03N2Yn4aR9R/coBXPX0lTSWgT2SITRUtPowixhGGReh7aH6CQgTtaRR9jINuRNWPKGoZkC57khmSWCVXGaUsY6qajjJv97TILWN1JUsxo0Pc+V68WTAykEQoisq6YoukvZUokz3pRPKkT21JKZfYpCTtNoquo2kamzZt4sc//jH/cf1/8Mu//MtomkbJLqHHEsM00TQNVU+L5IlIkChpAR24/fYf8cWvfY1nPuMZ6JqOKVSEsihfrKqd4nnqz6Wq6WAsDZVESa3jQ0PBlBqWYhAssn6Pkoiy3QfAWH4Mf3qSWlaS0TPY/YPokaBSGiVv5AkNBeF5POtZzyInFDLlfjJ6Bj/2qQU1ynYZQzOWFCb92Mc2Mjg/vJXsBU8HVcXfuhUtnyejZxCjgzg33UQ8NcWBiuCcwXOIZUwtqWFEBrrQCQnJXXgBMhFUds2wqXgakSZRNI1pd5rB7CDa5nsxqy20/gHU2hyr9+/HLBRQk4S4Y1sC6VNyIgVFs4iq6ambcr1GOQrxvHSaoXPoEH0DfXz0Jx/lI3d+hMxYhjVhCWWwQiNMU1sjIyNkRkcIdu0imZoiOzyOF3kYo6m8OCna6L6CYprkIhPHTrqpLWPPHtA0rPUb8BSFnKqil8skjXo6jVBVMbIZDM2gP8nQDKoklknUanWJBCHYmUxy+eq0Y73VakGxSC4IU9NI10Vms+Q6KZ5KpZIu8DLDaeXTuhFJ2GwihaBt2eSOKM5GUYSaLxA8+CDminGEKtDRqVenUHQJgYsvFCoNSamZNo3mA5WDswe7hpoATyuWiAyDcHaWaW+awcwglm4taUpsWoIh10iJxHXROqmtxPO4c+8cF6ypHJNIvPu3pCMIHqZGEk1NM/fZpWN9heuijwx3ayQ4Hn2NhHBiAv/++9FHRwnb6WuPVS9JO2p3U6RHohk2ccKlRLKluoVv7fkWGelD6ODFHho2tqFRmHoQPzhE04sRQvLp2/ZwqJa+f165dbDmsX1qIcq5a3+NP989yQ93VPnpvjkmHJeSVAlNFdXfi5ZYCM0iCjz0SAAJtKfQDJtDrk7Vi8jHOZTEZW80SxyD3b+SUhxRU/V0BtARWNWfpWAbEPmg6mitWRQ9B60JFEXnNy+08Zu7sPKbHpNr/FB40hOJEKJLJJphIj2P97znPei6zoc//GHe+9fv5c+v+nPOPfdcrnn3u1EUlb/43d9FNwze/773kyB4z1/+ZbfYrnQWvytfcDkf/Ku/Yu3adVz1jrejovGH7/5Dnn3xRTzvkmel9iOd4nCspgssiUBVVBJVoiQJkZJgCDW1ke+QFaQRSd8iIglrs7jZ9EkiNzACwEBplJyRI9DTuRKrV69GiwRmdmHsZt2v02f1YWnWURGJpWfwt2whe955KKaJd9ddqIV09nOUMym++MVMf/gj7Mt5rC+v57S+07indg96pKMJjZCQ7DMuYmbfgwxVEwZnY6rF1Lhysj3BUHYIvvtDTr1lbxqRbH2AMx54EK1URI0ifEBbVCcRUlAyi2kuN/IIUagUi2mBva+MUq/znUPf4dkrn82pfafyD3f9A6vCPMbQMA1/YQHQ+ioIx0ELE/KjK3FjN3UKME3ikg1uKrDIBjpuJ7UlHAfr8GFotzFGR3CEJAuopY5qK5ulZdsoloKlWfQlNnXNISoWkdVqt0bSxkEx9O6M9larhZYv0l9PCVF4HuHQEEajgZrP0ZfPc/tdt+PXfEb7R/FjH03XiDo2PI6mkgnD7ox6gDiOadgJ7Qe3YIyNYWQMZCSpz86gmBLNdwmShAsfSBjaswd9cJBCqDBZn1xCJHqjTlgu405OMuPOMJgdTH8nix44GtJluKWmqi3HSSOSjM2BiRobhvLkLX1ZZ9hocpJ9r3sdnuM8bGor3LuX9i23LL1nPRdjUY3EDBIOr8xS33wHwY7tZM45h8hpYWnWY0YkbuR2I9vFCJIAL/aOKpK7scuW6haySoAaOTSCBpaax9JVlNjFFDUaXsihuocTJkw2AxBGl0iaXsSBuTQajhPBn/1wJ+8/dzVNL+Kvv72NiYZHUVcIdQWlPYGQGlKziQIXPUiQigZOFcPMcMg3UBUFTeRR8Ah1HaRA6V9HOQmoqzrMX6ckYr6BaE1/jnNXltOIxMhiOA0UIwuNgyiaxaYhj9idZs99vcFWZLNZtM7gIcNI/abmB0ZBumhnzU4Rd36+h64jfB9N1ZBIBHD3T+7mC1/6Lz77X//F6lUrec4zn0kml0O1TKSQaGpqEY+qonRmjSh6pzYiJaqmg0hQUUiQqChExJiJgoxibPTu02CURJStMkgoWSVothDFVFFTGkj7OYb6VpAzcvi67DZwSSQZI01PLY5Iun0kHfiJj21lUSwL+7TT0PJ5vC33o5VKKQnFPv1v+i20/n72mS1O6TuFM/vP5JB7CC3Q0BKNUIZkzz+PHXt+QjxUJnfXTib6Uvnr3pkdrCutQ/EDTrlzArWvgrJjB1YQoJVKqFGMlyRLpiAmtsEABTJGllyrTiubJT8yQl9fH3NCkIsj/vOB/+SNZ76Rt5z9Fm4+cDODro45NNyNSCBNkxlDQxiqQbF/FC/2MEZHQdOY2TRK7Kbff8bXaJoxSbNB+/bb6T/tdKTvg2XhSIkZR6i5dPa85aUz4hVDwdZsisJkLhcRFIswN4dlWei6Tk2rstYY6x5Lq9VCSwSDLdmNSNxyGa1WQ6/0c/rgIGPrx3j2hc9meHiYolkklgEimwEFHCnJBiGZTGZh/kkU4WVU1DBGHx3FyBjEfkyzPotuSIzAI4wj+tqSTLOJPjBAWVjMNKfJ5xcWhHh2jqSvTDQ3x4w3w6hv87wb9izpzagHdYZ9m1ajuigiybBt7zTPPX0IS1eXjUhmrrsOxTRJFk26XM4iZdeuXcT1GjXnyLknbvpA4HkIKbADwaFNwzRu/AGKnUErlYg9h4pdOYpIDvzO27q9MSeCdtRelkjmDS+PJBIv9thT300WHzVO02KmmsMyNAhdBpMmtVaT7VMpccy2Q0Rc6BJJ3Qs5UOs4ONQ8VmdNzh4rUm0F/HRfDTdKKBgKoaqAO8t+4L2tK4kDF6uTVkXEGFaGicDm9JECSZxByoTB/AiIBCrrKEcuDdWA+e81dEBJhT85S+ej/9/T0ojEKmK5PopuQ+Mgqp6lNnMLepzHrpz47PkTxZOeSDKZDKqmoQ8PYxgWia6m0UEHURKldtukY26J47TTvHPjmlKlhcs555/Da173Ot7wspezYmwMtdOprlgWSIGmpfYqiqotzDzpDDwCuhbzKgqxIlB1jURJMGOJjCMsxezexIsjEoA+X8PsfJnlkZUAjPatJm/kcSp2d+62lBJTNbsRiR/7ZPQMhmossQgP4gDbypM56ywUXUcfHUG22mjlMhk9Q5AEKJrGin/+Zxp5hX67n439G9Nz8hS0WMMXPmo2y4EhlXjDKsJvfZfDfRI1m2X/zHZOKZ+C4gW0CwbBA1tRHIfENFELaURyJJHEWZP+2MY2s2RbTaJSEaszdXF/swVBnQtGLqDP7mNFYQXveeZ7KLYScqMrlywAWqlE+TWvRlUU+kspkWiFAiQJk2cNEPmg2DaWB3HkMfPRvyPYvp3KmtXEqsrExAS5wUGkk/anIEFMTZIBFD0VI2SFzkwxxs3nUWu17nAshwbr1KHusbRaLbS5ObKRQttpI1wPV1VQAbXSRyYIyFQyDOZTxWDZKhMkbUQuXfATFDTXWfI0H0URcc7ELVqopolmacR+jNusYSoSNY6IZEDJAdNzUUyTcse4cXFEkszNpYt1s8m0O83QTMTApLdkYa75NVavexqz9/00lf/mcqgZm3ajzZr+HKauEiZH9J7s2EG4cxf5Zz97ydhpVVUx2m3C/elYA8/z+NKXvsSO2nb++bSlkxil56HmssxlMnzis58gH6rUn7aG6H9/iL1xI2omQ+I49Nl9S4432LmT9o03ktSXT1EdC0IK3NhdNrVVD+rkjNwSQ0tII5ghswyAEXvUgzqmksPSVYhcxkwT13fYNtVirGQz50TIOE/VTT+j7kZM1NPvdNd0mzWmQbFkMdH0eeGZw/ihoGhqRJ0V9qAi+HGwirsO+9iJi1Q10Ews02A6sjltpEBbgpQJ47kVaUG9so5y6NDStJRAAMI2aDpEi5yVYw+yFSw/gHkiMQu06j9FDfJk+isndD0fCZ70RDIPvVJBN21CY6nCIxQhhtYhEl1HxjGQGilKIRgJbAKCzrySlBQ0kUYUaFq3eKVpRiqh1NSFfhBNwxhPI4ju9EQpSdS0biMUkeY7445ctGNbPx+RKGrafV72daz+dLGx+tJ/D1dWkjWy1AcyRAf2dxof03qDrdlLnixVJZ2lMo8gCcgNj9H32tcAYK5cCaqKVqmkIzs7xbe67tOfHUBRFE6vnE7BLKAIBSVRCGR6Ax8aM8muXE3w4DamS6Bks8zWDzNeGAfP56cX9zP94Y+gZTLkiwVU24IoxEuSJX0hQcagnJhk9Aw5p43MFzDGxiiXy2ybnkJzmpwzeE53+1/d8KtQb1AaWrFkAdBKJUgShBQMZAdwOzeMoqW9I1pkkFgWSjsiCTyiw4cJdu6i1D+Am82wZ88eBletQnSMI1EgPHSIrJ5OnrQ0CytWODQgaVk2Wr2BYaTfnRbH5MTCOYW+j6ZpFGKdOWcO4bqEioJeKqHlC8Szs2nzopU+NBStIqFwSGw7jXJ1jaTVJpPJcPuh2xFSEEURYc6gUUlTRqqp4jZdjMDDlgIQRElAyZFkw/Thod8sEqjhUiKp1zFLJUQSM+POkJ8NUPxoycJcD+pseMYLaOzbQdJsIjyfpNVC+j4ZU8NsHcIPlubeG9/8Jn1veANKLted9zKP8fu3sO/1b2Dfr/8GE7t2pSabzRqeXNpYKBwXNZtl2/AQda+O6QrMkTHilcPYZ52Jms2QeC4Vu7Ik0m5+97upqqx5YkTixR6qoi4bkTSCBmP5sWUjkqeVNlLXsmTwaAQNdDLYhob0PMZzpxNHHtsnWzxjdR8NL0HEBWY7RBLEojNzRLK72maVqqFmDdp+xGsvXE0YS/Ln5AgUQFGYRfIse4av7RYgHFB1yA9SUlxiAf15kzoKAsFYbiUWIeSH6BMJjmJ0vbQIHdDMJURSa2aZijZgeRHoVkokVjlN4/sm2cE+TjaeMkQCoGWyzPXpS0znYhGjK4umJsZxmoLK5RCtFoqQFEWRAXOgYxYIqiC1g1+UxlKNhaimO85XUdA6Sp/u0CshSBQFX0/QpY7SkWkautnVsUcios/uQ7FthB+QDyBfSdUdWsc80coWyBt5agWFaGoa4TgEVnostm7TDJtd64wj4cc+uYERir/8ywDog0OomQz60GA3tQWws76TDeUNAGSNLJ96wafS84qUbhpuIhtSGUslk25WJzIVCsJEVVRwfe49K5dOEMzlMDPZ9PoEIe2O4233mGyVcqhjazaWH6BrGsbYGH19fVSDAK3d5sz+M5eeiJCUMn1LiaRcJp6bQyAZzAx2SVEfHqbWnmY4MdnWbPL0089B+j4yDAl27EC3LLxcnt27dzO6YT1Jx8RRKxQJtu8gl8mAnl5bNYhwhgt4GRuj3ULXdfY09lAMLZLOU7gQAhlFmKtWUogMqk6VdnUGo1DAGBtF0VSS2blu+hHSiMSL2ySmgRCCQuc3mM1muX7X9bSjNlEUEeQM5spa53enUp2qkmvWsTu/66LSwIjB7BzLYLZCeCSRNJtkK30kQjLjTCH2T4MXLiGSZthkrLKGeOUQ7RtvZObjH8e57XbwfTKGhjr5ALX6wtCsJEnStFS5TJLJYBxhGW9FEQPXXE24dy9T3/oWAK1Wg0BNlsw5EZ5HqGnMFMucZ6zGcCKsTInplz6D/CWXoGQyCM+jYleWPDC1v/8D8s++9CE9upZDO2wzlB1aPrUV1BnPjy9bIzk9s4FZ3cCWaRpZw8bSVdzDfZzb+mXiJGT7VJuNe11EXUMmBWa9hd/qUMFiuhWwe8ZhNSo72z6mrrGykiFKJP2DWYI4Ad1iDsl6M+bUfMhdSQupmZAfJiddiqpPMWNQxSdBYcAeJ4cPdpkhqXBlawTm64hhGzRrIUIBtldPYV9rFZYfLUQkmUH6CueBH5Ef7qW2lkBRFHRt4clfyLTI3dWhd2okErrT9kgSFBR0mSq9FEXhJ7dt5lVvfiuoGn959dXsn5riN3/rt3jvu97LvQ8+yGf/67/4i7/4C66//vq0bqIsWB8QxwgN6oqLnaRDf2QUYeh2l0jCJKRslVEtCxn4mFJjsJAW2VXTRC0WUQyDvJnHTbzUYqReX0Ikk85kWmdZBkESYGsLdSJ9YCC1MRkaIqNluovJ7vpu1pXWdbc7o/8MdF1HBhIvSW/8Wd2nnzyV3/gNbKlRlW3WWePpG5IEV0tY/73vpnUpTeVgPMtU/cBRROLaUIx0bN3GDEPMwOe/ks1oOQ2pqiQiZnVxdXf7pJ2mWkpW6QgiKREdOoRnsoRIjNERak6VZz2wl3M2bmTd+ApyQbrwCschmZslLJVoNpuURkYQrQ6RlEoEDz5IvlDoRiRSCMZXn0W1YpLtzJzfMruFcmQTdTrkHcchkyTYG06hEGvMeXPUJifJDwygj46ChKQ21xVEQFoP84VDouv4xBzITyCcNCLxYg8/9vGnpji47Sf8aH0npaRDa65F3mmQEZJEU7hA7knFGZ3f3FBpmFALl9RIRLNJfmCQ0DCI6nWSQ5NokVyyMAspyJt54lWjJM0mw+/8U6LJSQhSIlFERGM2lehu27aN73znO0zN7mcqqRHZNtYR/R12HBHbGRTbJtiylYGBAVpem9DSuuaYkNZItuzfz3pf4EYOOalTbwTsuXg1xtgYaiaLEaSy+fmIJNy3D7VQwFy9muQYo5qPBSd2GM+PL5vaaoQNVuRXHE0kkcsKY5yqBll8Zr0aqmJhGxqxY1CgD1UL8MOIoViSnc0h4zyNoEmUCHRVYWVfli1ffpCdh5qsiGEyjLENlYypEQuFgVyGIIrByFJXJFlMnl5osx0njRzyQxhxi2G1Qd7UaSsuATp9xghZ6UGmDEaGERFA1CHqsPPeRRHJoeZqakkflh+mrzUPodhlTl33TlThYhVLnGw8IX0kP/npK4mi4/uxGEaRp5//X93/NzWT91z1HtavWc8tP7wFI28wVhnjZS97GZ/61Kd4+rp13HnPPZz+9Kdzz49/zFlr13L3gQNce+21aSpG1Sj6KqeuXcsPbr4pTQkNDvLc5z6X8Y3jVKdr3eE//f39aaFdWeBbKdJmINuw0UIdRU+fxkxjmLjTJRyJNLU1bdtI36doFnn1aa/u7qP44hcDkNWztKM2xtgYwY4dC0Si2Uw4E90n3SMx35A4D31okHhmBsWyUgloZzGpetVubWQetm1Tnax2iSTWQGu26X/3u+j7i68zkcyxyjgj3VhJBQCqZaFVKsQzMxz0JzCaU9xbeZDTtQu6+21bkiE/rUEU/IDinr3800xApjyI0WcgLQMljMBOn8TjmWn0oSEKZmGJGZ5WKhEdOIiTUShZpYWIZGQEd3qC8UuuBC0VU5Q8FbIZtFyOaGISbXiIlStXohUKiPYCkTg/+hHlFzyfqh6kdiTA+vJ6ZofbWB2J6pbqFi6UWaaShA2kC2u/62Kfdx65u75PPajTnBaUx8cw+iqEe/cQLxORzMXbEGqBNgFTdpWkldq/uIlL6+A+vMlJwovO5q7GDwFIlAQDjcr4CLaU+JbG2uZh/LyBEmhIIRjuHyeaCbt9JJCSpzXQj2NrrEiKxBOT6LHA6zxEJCJBVVRyRg5Xi8mefz72aachwxDV97BNFZnENGspkezbt4+JiQnM+iFmwwlWWCamt7S4boYhgWWiqCrG/v2s+/9exYEf/ZioaJLUaqkogjQiuXf7Dp6Lxe1JnTFFwxBmd2yxmslghgKhLciVW9/7HoUXPB/RdkhOMLXlhA4juRG2zR3tKTWf2to6u3XJ373Yw5RQ1y1WhB5Vt4YiT8E2NBLPImfkwUhYn0/7QYKmznh2iGbwAA0vopQxGM+a7Ns6zXToUS5Z3BtG5EwdKUAIhVImk9Y6jAxNJFnFYDV1dkgXoduQH8YMa4woLjlbJyDAV3RKxiA5xQfdQs/3c2Z0KH2okDIlEiPTjUhCPyYUNpI41XIZGUhCMDJEnouudMjlJOOEI5I777yTq6++mquuugpILSauvvpq/vZv/3aJcd4dd9zBfffdt+w+nn7+f3HxRd85rn8WkwikRJLIhNe//vVMTExw/gXn8/a3v53/+Z//oVAo8OorrqCvmA60Ghwb402/9msUi8VUv6+mhXoFhRdeeinf6YxL1YtFbr31Vj7+tx9nxZrVKLrOG9/4Rl7+8pcjpEA94jIV8n0MZofSCEfX04FBuo5COqMkkQm2bqPYFvHcHGohj7aokWj06vTa5c18SiSrV+Ft3bokIplwJrpPukciTMLugghpRDKvZpsv1EOa2ihZS59GMpkMilDw43QeSlZPrdalEFQ8jYPRDCuMQY6EXqkgWi18p8moMUAj67JNLNy4TSMh6wtsLTXR1DWNduzwvf3f44IrLkCtVLoNagDx9Az60OBR9R+tXCY8eADf1lJr9bgjmli3DtWy6H/rW1OlXRDSHxgEBmCaRBOHscbHWb9+PepiIimXiKemePbllzM4MoitpjfVhvIGWlabOJMlrlbZOruVVdl+HjB0Zmdn+dGPfsTGnbuwzz6bTADNqEm7WqVvdBRjdATheiRzszSCBkUznfFdtIo4oo1QFBwZYRYtRKuVKp6ET23r3chCATlSwVXSh45QhBRCwcDG07GlJDA17FaMX7BQ83mSRoNM/xCWsrQDXLguWn8/jZzgacZ6mJ1FKgrtjt1HK2xRNIspkURut9hujI2RaTewdRUFiVNPv5ODBw9Sr9eRfkBoqESmicnSGonhBwSGQRjHWI5DuVDAiQJCW2P3zl3s3bsXSIvtURyRy+ZpyCaaqmGExgKRZDOYoVwiVw527iJz1llopSLiIQZiLQcndihqmWUNFet+6i5xVLE9dlHCEMUYAsWn6s6BNLB0ldjPYcU2Qo84Va9StgwOmB7/X3QqTtym4UWUswbD7ZgfWBNkLZCRoObF5G2ddhgjhUo5k00XfyNLW4GcNNHDhNWqz7Qsp0QSzDKi1MgYKqEMCBUtnQukpNdFyVYw24fALkHQ7BBJtkskE7sajGX3othad9geZh40E6/uoHX66E42TphIvvGNb/Ce97yH/v5+ZmZm+O53v9tVpCxOdZwsmKpJIhI0TeP0M0/n3p/ey7XXXsuLX/zitJguJagKuq6jmSa5005DVVXiOE5f1xYu7Mtf/nI2b94MwC/90i/xoWs/xMf+7d+6ViSQpgfmIxJFVVEUheHsMJZuMTAwgNKRJiuqiq7q3bQbgGqliiytXF72XOZvcnNlSiRRx3bE0qw0tbUoIlFQujeKHx8RkQykfQ+KZS8p1NeD+rJEYhqpSmnSmWTYGkzni/t+2qin+ozp/ant+KJITBvoJ56bI243MdA4yz+be6N7u6/XjQjLF2T0DIqQGOPjaIpGI2iweWYzmZEx4plFVuszM11/NFgYtqSVSkSHDuNlVGzd7voxGZc/m8L4mjSVadnIwKfi69TxkGFIPDHJxS99KRs3bkTN5bo1EqlpqLkcVqlEKEMyQke1LNaX11PTarhDQzgPPkA7amN6IWvDkOuvv55f+qVfQp9Lh3+ZQYKHR+y0yVX6MUZHCfftIzw8gZCi20letsq4iUssJZ6SEJsylaHbqQy9ueMBFNsmMhQ8PXUuDuKA0yemqawYSyMSU8V2IVw1irVhA0m1ilbpoxAr3egM0uFZajbLXCFmbVRBRBGKodNw0qf5WlCjbKUqPi/2EG5aADc3rCfXrqPKBCNXInBaJEmC67pUKhWiBEIDJnSvO++l+xsIQ3xgTtcJ+8qYUzM4xISGwp7Dh7ozYRIkqqahZuaJREcLtS6RCMvEjljSRzL/e9CKxeOqkYQHD1G/4QYglfbmdt4ISXTU0K56UGcgM7DkvoQ0IlHCkP7c2SS0OewcQgo9jUiiDGqkk+g+G6ID9GUNZok5KyrxosPnUndCShmDgcMud7ZjZjIPYj93hJoTUs4YNL0IKXXyhtWNSGqKJBtksQKVNarDnrAC+SEy4SxDSh1dVVEISVQNd/YwObVzvJkKRA4URqA9ndZIzGw3tXXwwRrjuZ3k+mJiw0hTYKUVoBl4tTaqdvJJBB6DGkkURZxzzjlcfPHFfKtTgAO4+OKL2bTpse+otDSLP3jXH6DrOn/+vj/nQx/5ENdccw3nnnsu73vf+1B0nb/8oz9C13Xe9773odo2733ve7vmj4qmcelFF/G8i5/JMy+5hO9973usWbOGt7zlLQwMDPC31/4tb3zjG9mwIS1SCxaIBFXtSoPT/00VXoqeFup1NZ13oSlp9KHYFvHkFPpDEEk7amOuWknwwAPEmXSBz+gZJp3JJRHJvJU8dBoSFxGJ1pnzodoWhmp0mxcbQYOSeTSRzKutppwpRvIjiEYD4XkMyCzCMilJG+H5KNmFVIpe6U/rQ802uqozqo4ynUx3c89zRoDlxdi6jVQUjBXjKCg8f/XzuWHHDfSNrVtKJNPTGEOp1HY+MoOOaiuOCbLGkmilHtS7xKrYFsIPKAYq1WJqEhjPTGOPjqYjB8x0eBOAaDS631mQBGQjBTWXY0N5A1VZJRwdZeKeOzjdXoNot1nXbvOCF7yA0ysVjLExFMNAF+ArPrl5UjrlFHIXX0TwwANcclu9e04ls4QjHKZcl9hOrUlQQOrpOTR3b0OxbXwRIpR0MQuSgPUzdXRVklENfBNG63P4Q+nnx9UqeqXCUFvjcDsd9Ss7dRzVtpnOePRNhMSWhaqotDpOtvNW+KqSOhDMRyT2qaeS9duIOEIzLFTdZM+ePQwPDzM0NISnWoS6wkf5Kk2WWo6YhsHtd9zBVCGPLJW58Rt34OsKgSpotNrdB8pA01LZfjaHGzXQc1kUX+lamASGQjbRlhJJtYo2MIBaLHVTWyIIlvxmFiPcuxfnRz8GOkQS+eQ1i3bUZqYV8G+37+3eA8vVGmMRIwMXMzOAqeTZ0diCECqGlKiKB0JhcOw+nhPcTTZnEkv4+qaAYpxl/9d3UhAK/TImjMqcOTLG34lPMueE9OXM1OxR6iSdsQcYGQIk2aE2K6vrWaG2eDDog/ww2aDKkFLHjwW24hBpKk51H1mzQwDZCiga5EehNZlGImYewpRIDm+vMZ7bTbYvIVStlHRKK9OIpOE8eYnkiiuu4JprrmFubo5vfvObPO95z+POO+/kq1/9KhdccMHD7+BRwtAWFsooiTDVI3x6dD2V6i6CqqrcddddfPazn+WzX/ovDkxMdCIXddHbdAzdOCo8PioiWdTDAqlSDCNdqAzVSHOvnWNSLZt4egqtvHyKKm/k03G7K1eRTE2TZNP32ZrNlDO1JCJZbJPiJ/6S1JaWz6Vdy3Za/J93gW0EjaMiEtu20TtpuAlngtHiCpJ6SiT9SoFCcQDp+wjX6c4wAdA6WnS9lTr8mobJpuwmbj5wM5BOhFPaLhmpk+gKyfgQWSPLC9e8kIyWoTK+7ojUVlojgXQBnlfcKKaJks0icgvnB+kT9jyxpiKGgJwPc3mI8zau11r63XTuHxnH3b/7sU82SIkkb+aJiAjHRpnbchfPmMyRfcYzkK7LeeedRzI9jTHaEUgoGrERk9d01GwGxTAY/L3fIxzr59S9C/LVslXGES5+EBCZSmoUKCHRO9PyknS6pJ/4FAKVtlcniDxsIwtJiK1n8UwYmZslqJTRB1PBiFapMNiQHJrdg3vnnezadzeepXCYJrJYwLtvC6K/gqqqtNwF6/ayVeZrX/ta2pTreSiZDNbpZ5ANXIIg4KC1FzVX5qc//Sn/P3vvHS7ZVZ75/tbaeVeuOqlzq7vVrSwkgZAIxoQBjGFsDGYw4Gt8AafxzMWesccBzwzYcz3GHnuc4GKCcWIIBhtHgsAiCQEiKaulzunEyjvvvdb9Y9ep06eDAtmP/T3PedSqU6dqV+2917ve9/u+99u+fTuzs7OElk9sKs6wxqrYGOmrlcJybJ5www3cdfnlSMNk7swxYlMSkzGIoymQpIaB67oIt0KUj7BqDfI4n963ia3xMoFjbgCJzvOyr6ZRR02S7eHtt7Py+3/AhUKFAWrisxZkAZU8pWH69JM+x9YCfu9jD1IozSA9C0iO377pNXQS4Mc2ltHgOfMvJc3BCjJMYw0QNKwxkQLplpL1XKvG2+Y/QrKrhnXXKvHOEYiC6+ev4SvLX6EbJsxUndLsUdkkWYFAoc0KSkF9Z0xqBPiMGWufw3GFar7GLAPirKAme4zraclI7Mm17LXBrqKqHbL+g5y65ySDpGQpaZKDfQLXSnDrmlS6kIz46J1PIIog63cRjs+3Ih6zFnXjjTdy4403bnrst3/7t79hB/RIsb7DyoqsTDqfk0gShrEJIKC08rjhhhtYWFggX10tcwJFcZ7rqCGM6TS69TgbSJAGwjwHSBxnKoVZhkWYhRt9La5LtriEs+98R1Jg2rFubd9WOvh65es4pkOu882MZGIlX6NW2sifUxpszsxskuRg3dxx84K8zkgc0+HY8BgH2nspBp9AhSE76bBw+c3oKEKHIdKvAF201pidGaj4VMYFSIFlWTyh/gQ+dPRDPG/P8wg9iTo5wg8KUt8iXmhRs2vsrO/kvS94L9Zn7iE5uJFTOVvaajrNcozpenVrvYqubr4B+nF/uiCsS1teWLB2SZUHBxEyGXDq6Id5zu7nlH8wmRnDWXMi4iKmlWpkpXQZmPfmWdtWofrhB7ims5PqM7+LcCJ1FoPBVJI0hCSVCZ7hT+fgAAwbJnNnNoCk4TQYE2EoRWKpUj6xLDJVSo16d1kNF+cxrdxmsHKaOAnw27MlkFg+sa1pjALSVgMjnyFfXUM6DnNDQe+er3DiDe/hc//xu9HtMQ8sf5A9c/vgE3dhPO5axHCFcOJh1U/6eMLD/YM/xHgFgIUQAufSfdh5ShAFfNr+EN9nXMMDDzzAzTffjFKKr7g+w6KHQrEqNxiJGo8xqjWuvvRSxkeP4vWHbOsN+Ly1lZScQZHTiiJ0UZBZVslIQoesP8Ju7KGYVE9qrYksjZsLMBxG6agc/bve47UubY1XUHFCvrzMuVGM0tL3bFIMEGQBO5IxTekwSAaMEoe1IOVLx3uM0hG1LMaWFul7XoH945+CelkUoNMxtbUqhvZ4auP7OJj1OXSwyxXmGrkheILd5Xh7B5erHkJm7LIylDIYtk22PXMXn7Y/gJT78GyTm4063cGt7Fr4LoZxFa1N0uEStlBE0kcDNc/hUP2TLETLPG/XLP/5b47yv7MenimorXyJx5uHabh1DvaW8NxSrsZvg+0zVEskd74HVi8jmN1PIw0Zdo/RvPx34aSLU9dE2icLxhw9WWeXNabIC4zGN9uusYx/VuW/62EbNovhIh23s6miCia2JhdgJOvDojiHUZwdZwPJUrCE0mozkBjyvL+XrjutVrGkRVzEG4zEdcgWL54jmb6GbcPCLMqfGOQZ5WJ1NiVft3SH88t/Aay5OYT/yLuPdSDxTZ/Dg8Nsae5AxXE5Q8LzmW1vR0XxVFNfz/uYnTbBfJ1GoBFSYts2l/iXsBgs8rK/fxlUKxTDCZAstFE3X0fNLi/i7bXtmHOzZItL0+NIjhzG3rkTKBfgs3sAdK2CqFUnX7lBrnK6cXfqFiAn0paVa+58fJPFWYMrr/gu3nH3O7hvrZwYKByb3/3sb04nX8LEESDRyEkZ7ZXzV3LX7ENUlIX44t1UnvjE6TEUvf70vJl+Bd8z8YXYxNLGM1UKz5kOl/JMj4SMva02uVXKcka1SjAud/bJjlJ6i/OYlvYZdc+QpCHezAIUGa5VIXZKGSxuNicl7KW0s5BXWFs+jrBtdv/prexPm9w1Psj+3Y/H6/Vwt29H2DbJxLq9F/cwjvXYcfIkN31utJGDmoDo3ae+SC4yQrtk4Fu2bGF2dpaxX2MpWuZSuYdFc+OcrAOrCkN2mhYqTkrj0slWVOlsw4/M90tG4nioLMaulqy4btcZpkMiU+OkIE6cIc5j8m53ynhlvY4adeFdP4hOYrLljWsGQCvNyh/diQrDae9KkAU8frDGrjynn/QZxTmXLdT48N2LZdXl3/0sB/KCcZHAgx8p2wYQiDTAiC0kHmkwZBBnfPaOU5jmGsIzqSAZuQKZLVIVfZ79hf+CLlxWRgHtts9dg7uxjAJTJbz2nn/i+8fv42kn30IvTBACtt76s+wUi4TCQ6OpV1w0Y2xCLptx+MC/fwr+DS/FVyMuOf5+dohVTtR2Ew5WqbgTpcVrl8n6dgsd98lFl7G9B7KAweA+hNUF08OqFJyUl7LU73DgWqdkJL0VDP9fgeSiYUubKI/Ok20AhGGet9gbhjE1nxOGwSfuuIMf+ImfAOB1r3sdR48e5aUvfSm/8DO/wFe/8lWg3NFlk+TdulQkpNw0BfHcsKRFkicbjMRxyReXHhFIANg6D5OcxDrLOttm5Wwr+Qsxse1/+AfTnAOwyU787FgHkopVKYGkslGyKT1v0kR5VnJ28r5Gp0N33sPNBGLyGpZl8Rff+xe87dlv4/de8DaK0RA3SEkaHoGtpkAC4Ow/QHxvWYJZTCzp15nBub0kRd1HTprv1pPFy+FyaSRJyQJ1kmBKk7vlIjc85cVU9u3nGTuewaHBZICS7/Lx+/+u3NGmGbooyu8tKabve2DmALcu3krnwNVYW7aUbGNCUov+BpBYtTo6CdFxgjiLkYzbLuPtLZL77y+PSwiEUly3bzfaLq8BWasxHnWxC5MvjHs86UlPIikS2rLGsLdEkWc4s3NQlONUI0cReg5YPubMLMVEDtzR2cNg8RjNH3ghxAmdzOUD3/0nXLX/ZqTW1C7Zg/RckqjMNfWTPtUvHUW84AU84Stj1CTXlCPIDZMvnbgNnwpjM+Xxj398eU1UKmSmxUq4wuXyMpasjeqpoj/AaDQmA7J8UqVJpYlZlEBUT0LiuNyAZJ5XVgfaLk6mMKpVDMMoy6PjLqFZYMc54Xv/iqRIyFdWNwbT1WoQ9iANyxzJ8uYcic4UKszRZwNJOsJTBZ1CT4Ak4/nXbOETB1fK5vzRGRrCJkDDwQ+X7tmmi5kGoF2M3CEJR6W8FCtMo4v0LDwKCitBRieoGn3caBWhPVaDkLpXFg8kqUc8WCSc2c+balfg65BeGJdrRjykyZgAD62hWfWQRYKrk7IKC/Ce819ZkTN8ZO8v8w+VJ3CPtY0g1/jeZKPot8D2GXsK9YLf4d4DihFbIA0JxvchjJDctjDshFP5FRxd2cr2K7ew8+oFXDlGfAuGWsG3qY/kBV98kH5+8clsZ0fTNPnbGy7d9Njv/cbvsX37dn799l+n1WpRrVZ54QtfyDve8Q5uvOEGvnDHHVx64AB333031157LXfddRdvfvObyz82DIRhsH/PHm6ZlP8CPOtZz+Kyay5jcXmRj338Y/z9rX/P469+PM95/nOmjERWqw8LJOsL9yZGsnTxHMn632RFRnHNAdJOH2AqR53LSKalkvn5jMRobICqYzgsh8sXTDKezUjOBGeY9Wc5bhgUoxHS95Cej15nJJ43fV9/YYHsxc+B//VupONgWVaZV5IWlrTQdbfsbRilhBVjWn46Pb5qZTLfpU98/wN4V141/V3TaW5iJFm9gpw4AHimR5iFLAaLXDlTdsYLx6UYjzBtl1de+Uquf/yPA9A++D66UVkZlHsWSb9HvrqKvXdv+b55jJ14yIlbwQ3zN/DT1/00rTCfshQoJbGi38feXTZQymoNJ15CReFmRtKwMXWb/l++H2f/fsxOB6E0QxVge5XSNLTqs/TJj1LzbfZeuZ/HPe5xRCci9tgthv1yIqU5NwfFMVy7RmStMmz4GMLGnOmQr0yAZPsVfPzBr1B0PD74ku381EcNpOdR27aNJaC1/1KGnkc+yRv0kz6X3XOMLT/3X/nM0qeZnaSn4qxASYO7owe43L6OUdHnec975ca1k0asBWvcoK9B6YJMlV52JbA2phuMoeUjzBA3KVmyHY3IlEKHIZnrUvU8CsPAS0B2qniex3Do8OXTR6kZOfVEIRZXSPKYfLCMOSkYEaaJEBnkMTpJKdbWSulrUiCis4L7ooS942jqpxfEfWytaSnFYjKgF0bkss+Wps0w2wbjh6jNbiVobIG1BwmjHr7lU4nHqC0dxKJLFg1J8gbNTCGtHtI3cUUO1gg5fghfmthJH0u5dIOEQK2wvbqT+w1B1l/Ea+5itLaKow36YWnJJLKAGhEBs2gNjUoJJA4JuOW94dsGqbbIk4g5t8sXTu9ivxiVTgwAfgesCkmyRKN+A+HqbsLqA5AGhPEpRDFDYhsoHVBkHqf6W3jC1TtwHmhS3W9+S6YjwreJkfztDZfyqSde/qh+zgURKBfKV7/y1SwuLvLEJz5xUx/JD7/ylbRnZnjNa15Dp9Phx37sx6jXNxa0df+rZ3/3d/OhD31oSvk/8YlP8Mb/943Mb5vnlo/dwqv+46v4nhd8T9mQNwESo1rd5Dx8bhjCQAq5iZGQZVNblAvFesI9+pF/S7S73HF7hkfFqmwa+HM2kJzbkHhurFd9XYixzc/P89znPhff8mm7bUxpYtTr5ItLCN9HeuUo1vUFwzIsMlXOox/smYVWA+G5UyA5+3tFgz2KGU+A5GxGAuBffx3hl75MdOedeI/b8N1qOI1NDsDL//FFqL2l7OWbPlEesRgusuBPkt+Tajir3eE/Pf4/Tf+u7bSns8ET18BNNXmRYs7Nka+ukRQJ9lmMZEdtB6+6+lV0XvNqWi9/2eS1y5nmZzMSWfHx09Luf33EM8CwZpCGY4Z///fTgU21RLISr2J7VapWlbjhMjhzjN3bD+DUymsnLVJafptgtAZFUe7GiwzXaRA6ilHdBW1idDrka6Us1tx3OTKM6RoxxuOuQkgD6TiYjQZaSmqXXILp+aiJQ283WGN2sUf9hhu4/xn7WN5RLtRRVua4umrIJd5+gmJSkpskZMvL+OMhvXEPI3DYMrY4MZyU9A4GyEYDFZZ29Kt2FccUVCZeXXYWltVhUUS6bstvZTRjCzmRuga9Kv/ny3cwFilGrrDCjGjcLyvTJozkS8d7CFlAnqCTGLQmPbmEnrgUZ3HO/6PGvGp5K3/WeRwAcdTDBBpK0Yt73HXmft5z/9u4dpdDNt4J4yWqwiAwTNj9FKJjn8I3fSpZiOi0UJaPOR6R5optCKQbIz0TS+RIc4jMlqiIAQLNgjBYDRKW4iNcUjvAjpYP42VkZSehOcYuIrpBUtrCZwE1AgLtIgTYbgVLp9g6hYnaIIQgFSYi7vOUua9SNVf5s+wZ+H5lcnPshO/5n8TJIkXWIjjzODL7PsgCkuwIVnYViQ1FPsYCpChwKjYYDpYalhVe34L4ZyltAZsGW633kchzqrCklGWF0tlJ9alDsMGLXvSiaR/J0572NN7y1rfw9je/nSc/9cm84/ffwd/8zd9szpE8QgghMKU5ZSRiIqc9nLS1XgKcFMkUOBzTOY9NrE8rhHLHfHaD47nhGA5L4dIFgURKSbPZxLd8FiqThbnZIFtcRHo+wvVQUTiVMGy5AWCL4SJGp4N0XGzbPr9vSIA1ihh5TMe/nh3e9TcQfemLRHd+Fe+aa6aPnyttjYwU3y5vpHVpaylYYr5S+pUJ1yVbWjwPoNtee9qrEDmC9kiTOeY01xAXMWacTYFketgT6xwA6fuoMNwEJEa1SrvwUGxuChx4Gn1mCdlsTi1CqjGshau4Xo2KVcF5+Q/i/LsXMludn/b3aDT1aodR2D+LkaR4ToOlFjx4YB6hrU1lzM7evVQCxfFihUubl6KLvOxhEgJ33z6MVgvD9SCfzD05dgoxM4vsHqSydze3XLud5eVl4lSRG5rtaZsZd5awKIE3+MxnWP3DP2T++D1oqVmY3cKuruDB/oMAFIN+KW2FIcL1GHk17DylkuRY2sIsEkzTJB2NSC0bz/PomwmN2EL6lVLqitocHjzEcjBCarALTTzslYUXk16o//y+r6JN0HmMShKE4zD80F1E95XnNYxydmLwB+IBPtcoRzcbYUm3GkVBP+nz0OpRGmrEseAuGoUJRUoVUQLJ/ucSHrm1NBctIuyFGXS1Tm1UWp9UTUlm2OS2UTYia4G4/vuYFaXEtjfJqJw6yT3dz7O3fhW7Oj5GuERgd1DGDCIbsjxOMA2NUYRUCQlwSsXUdLF1gk02lbYAMixk3AVL8pIDf8Mf7PgIV2yZbMKkhK3XoVRCMjKwxeNQ7kGKdIRWAlvMkliavAiomortrUlOybAg6oG9+Vr/ZsW3Rdr6emO9q/6Nb3zjpsevu+66Tb//tV/7NQD+5//8n9PnCMPgqdddD/U63s4dfPSjHwXg1a9+NWmR8vrfej01u8a1T7p2OqPk0QIJlHkSMandlu6jA5IgCzb1hnimR9vdbP1syc1TEh8uXNNlKVy6qFcXlDv99R2+0WiQL57B3rkT6bkb0pbvb+pLWQwW8WbmEJnF3uRuZnMPuGz6msK0kKt9RtvASIfsru/e/J7XX0f3ne+kGAyw92x4gDWcxqYxqUEWlLPVJ99FmIfERWmpD2WJcL60jNnaLBm23fZU2gptzWWjGnHLw5zpUKytkdQSzCjDqF58l7YJSCZyoaxUaSuPVG3ujg62NNn/S29A/of/l2ypvIGrEXTTFbZVt1CzbOKGS9jLmPFmNjUU1mqzHI2+ijYmjORUhuHUWWnBF/bs5AlsmIjqLMPavp3WSHFX9BCPbz5703Fc8oH3lwajrotUOVmWMX//Cv6N3wPveQX1m/4de598He973/u4+dnfT2IpdgcdZitzRMvl956vrZGvrbFcS6n6c/zAD/wAg4/+Pof6k5zTYIC9cxc6DBlJG9GewTsS4CcOpjKxbXBtm3A4IjXL8t9jeY9GbCE8vwSSsMHszj6fPXqaJ2qwCkk06lGsrmJefwMA3SAlc8yptGXt2E62tIxOyiKYIEjxAD+MGBk2SmmcqF9+93nKSrhCN3b4pbrNGxc/xo1FKYdWkIwNE+avJPrs7+DPPBFPRbjb5kgPNakcG+EgSB1FIhxCqTAxEHGT9MYnYn7pzwG48vSAq+/4R/7uJoMf2vtaWpXjNM50WY1OUbP3UmT3sxKN8c0UO4mo6ICgsMsNiOlgqrQEEn/j/s6wsJMex6uQiG284DIff27n9PdKJUhpMe4ntBY6qNynK5cQxQ5sUSMxc/J8xO7WKq3qRDEx7G8pkPyzZSSPNT7/+c/zzne+k3f+6Z9y4szpDTuBs8IQBoUqyIoM3/LJVPaYgWRbddt0ERSOW8pFzsVlqHUgSYt0CiRtt81vf/fmkupzh1s9XLhm2YdybjPiue+7zkiMRpPs9JlJjsTbJG2dXS22FCxRnduGdF0uM47TMcJNr2nUanBqkYGnLyhtmbOzFP0+5tzcpp6P7dXtnBxtzLQIsoDK5AbwrbI34GwpT7ouFMV5uaeW26KblEAysgsOjCoMa1bJSFZKfzEjSs9jJGfHFEgGgw0gqVZ5ZudmVsJljg2PTZ/b1wHzu6/A3rGD9PBhgHL2xmgF329SsUu2Oc7GdLzOpjG4teYsw3SImSnMThuKFOXUEOUkc/TEzt7odMi7PYRh0IgldwYTR+ezGrjX83am62EpTb/fZ9uJkB3PeBbkMX6e49QcnvKUp3DvnV8idgSNkcVCdZ5Yl0BSdHsU3R4nO+W1AbBzYPFQ/yGgbOxcZyRdbeDNz+KEY7wkxyoszIqLKyXheEQ6aUjsZl1qiQHSxHVdnMLFtELuXVxGa82wIonD0aQUfIa8UAyijNiUpbQVx9g7dlKsLaOzCZBEOR6CQS9mPuxxfGWIm4zRCCp5xm2nb6MuWlyfj2lVHBpp2afia00gJdhVwjzEN30cHeEudDDaLeZuvZUZpTm+MyTCZSgCpPIxoxkSTuOIlBibmSxn//JRfvTKHyFKFRXbZJZVxvltbPH3kamUfggNI8DWCRUd0S9sDCnA9LDJMMk3MZJCOhCu8dVc81Dmk1z/Ypi7fPr7JFnGsecI+gntLRWS7lUc906j4934Ro1YZhTFmEu2RHS2T1QAw4aw+6/S1jc6brzxRl75ylfyoz/6o2zfug19AXCQQqK0KqcumhtAkuaaM4Pzx4xeKCzD2pBJXAej+fDOm1Wrep60BUwX+fU4d9zuw4VruBeVttZj1p+dOgMbjVLaEp6H8MocgQpDxARI1gGsl/SozG1DuGXjE+cAm6zXUafO0HOL85Lt6+Fdd90mWQtKRjJMh9N81TgbUzE3pK1jw2PM+/PT54tJnupcplezamUTIDC0crasKrpVPc01JHmCjJKHB5JKCSS6KKYJXlmtsDWvMdfYymv/6bXT566XJFs7d5KeLrvO66lkNFqjUmmV5zYdE2TB1Ml4/TPW2gt0dYBVTICgSMnNKgKNIgM9AZJWk6JfLvYN7ZLY5WblQmG4PqZWfO5zn6OSC+xOB/KYSp6UxzA7SzAek9oSIy5o3f559OQcFt0uWa/Lcosp89s2sri/ez+fOnyIr957fJpsX8kMGlvnkYAXFzg4UPNwgD8ffphVM8TzPNbyHpVEoNMcx3Wp5CGzXgdPHEEDZxo5YTSYVm31o4xOxSGUuvwe4gh75w7y7io6LYEkjDNcIEsKtkZd7ju+RjNLEbaPl6fERUyFGrW8x8uu/H5mVMrYaKDjfAokUR5R0xWESBC2j1oeYZ86jW2A3U4JtM2QAZaqYkYzxNkpfBGyTJt2ntBMQr6b/YyTnIpjsmD0SK2cKxqXEOUhpixomWU/j0fAampiGxJMB1ekCHRpczIJbdiIqMua0kizSZJsLnlOkiUcZ4Ggn9Cc94nXrqTvhuThDjzDJzFSiiJBOs3SHgVKaSuP/pWRfDNDSXlBIFkHgKzIykVdlw2JWgvyQp/3/EcK4bqPWPq77rd1rhHjubGeqzjXS+hCMWUkDwMkz9/zfF60/0XARNpaXkZ6PtI9J9k+kbYKVSCRWAsLGPU6xMPzgMSoVinOLNJ1sgsyEoD2//XDNF/0A+c9vlBZYDFYBEqL76q9IW0d7h/eBKzCskAIjHOkrbPzFz0joXp6wLKfYc7MUKytkhSPAkj8CirYbDluVKvky8v49Q6u4U5tYdblNmfPHorVVbTWVFOJyDJq1fZ0kxBkAR2vQ5RHZKq8tup+i4GRYGuDj9+/hMpTMrOKBBQpWpnTc1MMyvxRFZeW274oQ7ZcD6NQ3PHlO6gURlmdlidU0qCUC6tVoqAEksbqCPN3f5vGWJOpjLzXRQ0GhJ4xzb/Z0uJ1j/9FfvWOnyUfrE4ZyVImmN1Zlo37UY5v+KQ1B7souL84wZI5wHVdukUPL9XoOEFJi8ed+Cq78iahdYrckPQqkigNy4rBWo1ukHLDribRuitBHGLt2IkarKFSxZ/cdpT+KMFDoFNNOxlz3+kBrSwBt4mVx+yu70YUDvVslRfufzbtImYcVnF6CYEQ5IMhzmdjZsMmuQCkZPjpe1CGpFKTdOycsXIYFEOsogZRmyA8ToWEk2KBTpLR9RskX/oKQZpTdQxm6JHagh1+2eTsGQFtUZ4zX0WsJQa2KcF0ccgm+ZKNMvJc1GF1lp4CjApJUt4Hn/nbvyn92JLFEkgGCdWmQzbeh1EIksF2KoZLQrnJFVe+EC552uSinWxK/xVIvnmhhUTLi3vQFLrAkGUFVmn2Jh/VAn5uCMfBfJjSX7hwsv1CsW6REuXReT0k54ZruCyGF59ncm4YzSYohfT9SY/GhkXKOiNZ97qqPv27mfn3P1U6keabZ2vLer1MhJuCYTq8IJC4l12GvWvXeY/va+6byijrzaZQ5nKODI9sBhIhEI5zHpBAKQHGeUzXiJBBxEk3mkpbcRFDGD8iI8lX1zZ1sMtqlXxlBel5U8A7+3pwttQo+gN0klBXDlYO9foMVbusyBtnY2a8mXIeyaTizrd8Bl7pgPu7H3uIOI7JzAoSTUFyFpA0p0BSkx43pztKt2n7/GvFdH2MomBh9wKVXJafIY/x4xFhFlKpVEjikMQS7LvnKKLVoj3yWIvWKHp9VBiR2Bv3hfQ8nti8lps7L0GHJ6Z9JIupYMukS98Lc5pek7zi4GQZYxUxMiMMw6Bb9HAzRREmpJg4RcxC3iA2YzIhmKsvkExckIUQrI1TZmsOhlseg44i7B3bKUZddFrwgS+f4uhqgGdIKATNLOT+xRHNPIPqPGQxf/V9f0WSa5yky8mjD+JES0RpB2eYMpaQHjlC5WBBc1ghB/Jej/R0l/FMhVlb07IyhoXFsBhg51V03GQYHKEqMk6LLYgw4L6tlxN98UsESUHFMfF1RGEI6tYKvtehZgyoyZgYB1dHdBMxBRJXp0g0WBubxiDdhg620i0ESI84WSSNA0L35xh0jxAnizjOPEE/odJ0QBtcf7ROMmpSMQoKMXHj2HkTtCb31rcYSP5ZJtu/3vjEF77AX33sFpqdNi9+8Yt5z3vew7Zt24iiCHfG5eiho8S9mF/8jV8kl/nEefexv4+9bRv1533Pwz6nYlUYpSNynT8sg1hvDBymw0cECNd0WYvWHvb1zo51+U36XlkerfWEkVSw8rL8d5SOaNiNctcvxIUZSa02Nai8GCO5WKwDyU1bb+LU6BQ7auVse8/0ODI4smmeC5R+Wxcqq267bXpxj55ZHlu3siFtKQXF0jJG6+IzrKXvk50+tYlJykoJJEa9PgWSeX+emlV+Pmf1Q6jxEBWG1KWPWxj4foOqlbIarRJm4QaQTJrhqlaVgQ8LuccoyiiyhNSo4mqIi/EUSMa2jzWZYW5h8MzDPjqOL5h3MzwfF4Mbn3oj4z99B3LSHV0J+wRZgGEYKKWI7AInyam88MU0R3ewHC5T63ahWUcZA5RW/MXnjvEkz0OFIZ7ahRMnpT1/GLJS1JjZPssJqfHDjMsuuYz6h49TufNWwuclBGa5Q+7qPnZWoMOEqJBIlVGLyoUtlQaZ/ThE8WGYSIjdIKVdcfCq5f+rJMJc2IoOB+i0IMkKTnUjKraJNBzmdY8ProbM2Dk0d8CpL/Mnt50ArRBFwMrSEk3VJcjamGlOCMT3P4DT1dS6FoWAwV9/kMaznkTyTx+nLQsaRsaDuc2oGOAkFdYyH8JjVLXmKXubLN8V8+DCPqK7P0vwPTkt38KQirW4wzZjkYrfoT4eUDFhaFRxdUQvEeUseCmRQpf5LWtD2orzOYRy6RUaLRySZIlTxz8NWrK09EmEtUSlvY9gkFJpOFiOgRd5JGGBLUOEMBDinCrOSQvCtypH8m0Bkhe9+TYGUfaontvwLN7/k0/a9Nh//+//nR07dvDpT3/6vIbEm266ic9//vPs27fvwg2JgBYCjWBxcZHZ2Vmq1So/93M/x2tf+1q2z2znpa94Kfd/4X50rlGWAi1QXwMjMZpNmi9+8cM+5+rZq/n1z/06j194/MMykrOZwcMl0aEEEo1+9ECynlQ+e3BSOCn/Dcpk+3kM40I5klptwhLyTcUDjyb2NvfyvoPv4961e7m8c/lUpvIsj1E6Oi9nVLK95nmv03bbdJPudLZL3PJJZTk2t7WmMZrzGNWL79KE75MdPrIZSCbSlrWwwEJlgaVwaZNli+VpdKFQQUDDrFLXDtItweLY8BhhFtJyWsRFCSTrfUIDO8eVPsNejspTEqOCqzU9NaKYJNv/6qEh35vltCjLvtPjx0t7kgv0MwnHxipA+hI7FwipoLkTP1gjyEs5TguDgZ1weM8+dm/bSusLBivhCpU4RjeqWMUArTV//tmj3Gi7JUtJPEAhpESFISNhUfVN6jsiVgKXul2n+tAy9YNHqd8oCRtlEUZPDzCLgmIcEQ0CctPAHzvgQCQcvhRs58qhIBuVQNkNEjoVm6FtE6hyKFy5s1boVJHkiuUwZqstsWwP13bRKqedF9C5FH38dt76D/dTdct7NRoPaOc90iNNKpWMsYD0+HEEUD3eJTFs9Kc/zcJPvJjhbf+Er3NqRkovMwnyAXboMUZh5AEVYGHHPhL1T4S2h9Foki8vU2n6KMvh6HAHu7aeQZsGbTujbkpiy8HOIvqJxrUmXmKiPLZBt6DWUUhDEqdtcqkZKUA6JMkicf9TdA8+i3r1Nvy6g+MsoPI+hiVxfJOk8NBKI4sIRzYozHOu6X8JjORcYPha4hWveAV/+Zd/yXOf+1ye9axn8Za3vIVarcbLX/5yHnzwQV7zmtfwhje8gR/7sR/jl3/5lzf9rRKS7/3e5/Pdz3gaf/Inf8J4POY3f/M3eepTn8qx5WN88L0f5NB9h3j+v3s+/awPXyMjeTSxv7WfltviUyc/xRXtKy76PMcoDeku5Oh7oecCjxlIzrb/0MFmi5TzGEZyAUZSXweSlamtzKONvc29HOof4guLX+DGhQ1TUKnLz7LUdfnQ6hmee1WpzQvXvaC01XJbnB6fRlc8sCxqM1tZCpcQhuTKewfUnvHS8/7m7JC+Xw7J2rtv43NVK+UESt9j3p/n8OAw3bi7UaKdxwghyJaWaFoNqjgI26FqV0tTQsq+H6311N7GMz2U0LhuhWGcofKELMvxtCbKRyhVLjxjx2e8sjFXXdoORb9/QUYiHQcrUwySAZ6QiCKF+nYq0eI0ryMsl//zVHjpwd3Y83M0x7AcLbOtUAxNiVUIEhQ/+Ld/yMquWbaHIaNAoieu2CoMSOoOZDHbbu7z4Mea1IwK/ulV8me9iB/+6P/hbS8tgSTXORQ5xXBEdvI0t1cu5caBgTvbIjIcRK6ZHUMSlcUEa0HK9qZHoAt6uoqOY3RhIFyPYjRGAMM4Y3vNwzRdbLfCrBHjFUBnL0UieZvy+X+KNf6hVpa0N27tkY4SjAWPAId8cZHCAPvMSaKdLsbJk1i79yCMAl/lVERCNzMp8iFS1wiMGE/XaOhlaO3GURm27+HtvhbnoQeIRg7ZNp+jwx08LT9NITWXVKvsqjrkoYGbJgwTxXZ/AiQotBB85O338ITnX8Luq2eIkybU7sMRAoUkzwOi+AsY8S8QJa9HxjNYcg45SeDbnkUy8qfXnuO0SI2Ne7d8o3/NkTyq+JobEoHArfK3H/oQv/Vbv8WNN944ZSQvetGLEELw0pe/lJ//+Z/nXe98VzmTHf01MZJHGz957U9y79q9D7uDtwyLpEguOKzq3PDMcsdrSetRvf+UkZxl/1FMciTruZlROqLuTKqwiqwcrJNfmJFcyOPrkaJm1wjzkNvP3L4JSKKkvAHXBh73ndnwfpr/hV/YBHzr0XbbHOofwmt0MGdnmK+VUpTRavP4LwyoPv3pG59RFefN+S6lrdPnMRI1HiN9fyptbQKSIkVYkuSBB5ixWzy+dS3SdaauBeugqilnqrtGaffvSw+7s0CaK3SWsO3jP10OtyoC8nwCJKZP3N3osXH27iW+554LfnbhuFiZZpgOMYQsq3Ysl4owCddHsxqKzASExJiZoRko1rqniaVFN1d4Sfm97O2egJPHUWFAMBgT2+W9lY0DRo3PMghLV97QhWI1Q8YpzpP/DbFt0Fobk6scqQVCCgYrZ7jvwXdy0prhUCR4uv96EsNGZAUzI0gp1YlukPLlE332VnIGqkIeR+SJQlZb5Ctnyu5wQzJOM0zHx6tXmVd9CmWhKjso0ho/QQCV+/jrymVUPvcFzO2a5R1XIkYpgS7IV1YoLAOGp8kTB3PrFoRTRUiFpzNkVpb/qmKIZdQZGxGr+X5mRQLtPegCUsqSbT3oY46XyS2b5XAOVXRJZcasa9KyPZSbY+mUcVLgTRiJRFNoi9VTY04+0EMVCqUNisoRZk2LXOUIIShSyY79u5D5HoLgQZLApdKYuINXTEK5gBQKsgjH6mCY50hY/xKkra83vp6GRIDHP+VpPO2Zz2Rbs7wZn/KUp0x/98M/8sPThfhxT3gcJ0YnWJ9P882KS1uX8pIDL2HWP3/E7XqsM4OLDeo5Oxzj/M74hwvh+2BZU2lL2g7FcIhwnOn7JkWyUc6bTBb0YnOy3d61G++6x+Gapx/1e58dW6tbOdI/Ms2PAKAdDF0jyyVxviGH1p7x9Au8AnTcDp85/RmqrTk6r3oGC5WIxWCRbZ0O+rjA3rHx2net3sX7Dr6P//GU/zF9TPoV0lOnzgMSAOltBpKpqWYeY3gmyQMPlOC7uoZwHCqWyTAdbtrInG3tX/UbWI3ynOs8xkhHOJ6HIS2ySZXgyPHJ1sceSIGzfz/RXXduZiQf/a/wb96AcGzMXDOI+2wXRlkMYbpUKnMEk4bPkRhhYiLRSN+nGaQcWT5JWm2QxGtUY81ylhKZDpXeGvnKCmmvYOzJMlfW77JU+RyLoxdQRzDwBcc+dpDdLZ+q1AyrFn5eDrFq6BrIHoQp1tJhkjmTXi7YU5knFiakOZ2BRkwmMa4FKfee7PGT+RrHRBV/dY27v3Q7V6qc7NhDiP3XgUw4ER3HcCr49Zgrsofo0cS402dedFkyYMF/gIEUmCsrsF0wULPo4C4u7V1O3j2K8DoU40WKnsS94gqwK0gjx1MZpAGpqGDpMZZZJzK7LAc7eBoJVGbRucA3ImRtFrN3Ct/TpJaJMBpIaZPqHjOOQVUWFI7GImOc5HiT+SJSaGLVYP+NC5w+2GewEuH7MV1vkRnDLav6vFnClVkuu7HJQw9ci7NwlGCQUm1O5hX5JiN5CY6dl4zEmiU1Nt+L/8pIvkkxbUh85zs5deI4+iJa1Yw3M23IsuT6lD6+qYwE4HU3vY5LW+f7iq3HemPgo5G2XNO9YA/HxUIIgbV1y7RJUPheOQhJiGluZpO0lQxByPOkLffAftovexmu6T6mRPt67Gvs44b5GzYtvEJZmKpFlBYk2fkzuc+NltviUP8QTb9N++Uv3ygr7jQ5eOXm722UjhgkAz5yzyKfeai02ZC+j8iLTUAiHAdME+l5zHgzrEQr50hbCaYnSY8eRVYqqCSeSlvL4TK+WTI9QTkud91ws2JW0Lrcy+k8QeQxrhbY0iabuOoOLQ89HE6LH5z9l7J6zwMEzlkLxFffXR674+AUgu5gEeE5kMdgOlQbOwkmpphdsYwlbCQK4bg0g4hwbYnEr5KiqcYCv1ew4jV5aPfVjD7yURYO30Pg2AySAf3+KXA7jOIesb+FkQeXHDrN6qxPRkpqGTQzh0ODQ7TTKiIP0UKyt7eFREgSZeLZJrE0MLIML9GkpkKHI3rjhMFwSNtVpKmJ7zgs9VeRlkm+dAxDpayma0hdMpJqo4IXnCEzC/7kgTFCjNgzWyF2FglkjtfrMqpW6PkddFDwihMvRg3HWLWdqPFxzF4f78orwaogRYabp5CFmF4NS46x7AaJpbh/4FPRGdquoJTBrDlCVWrYgxHtZkAq4dKFLbjuNsJimauFwbYsIbFbGBRkhabilPeWFpJxPkNz//sx3BVOHexTqacEdp+OrJCrHM/dSzG8gWrbIVq9kmr1csa9mEqrvG5sz2Sot+AYMWQRFXcnjrt1841g2JSeRd+awVb/YoBkvSHxla98JQvbdvDIS1LpzNtyW2UV0zcZSB4p1r22Hg2QeIb3mBgJwO53vWv6b+l6U1CxZEm3h+lwWqVEPCznJOQXbpD0DO9rApJn7342L96/uTjBMzr4yZMIs4Ikf+Sz1nbbHB0enS7yWypbOBOcwfm+53HnUzffbEEeMEyHfOl4n4/eO2kCm8yEkY2zjD6FwKhUkJVyPkuS53z84OFNORKzCtmZRaTvo5MU6dhUrSpL4dJ0Y2Ib5WK8zkgqdgWtrHJcSp5iFBEuYBsO6eSzDg0POR6V0lq1invppbw/7fD3clJ8oBSEpbGjcFycQjLoLZZDyfKk7KZu7CKZ2LOscQpb22X1UJ7hZDnZ2iphpU4kCxqRoLYqWPGafHHPDcT33MMlS4f5xxu2c6h3iDyN2Vl9MqO4T1LbxdCHfUePs9RxiIqIzLboFD73rN7DbOQhTEHh2Gw9MyQXJnEBnmUQY9JKRqQWjKqS/OAXGA96eJbEEwlRblMoTZQk4Lhki/exL3mIltPBEhppOjRadeyki2sP+UgQodBsmwnxchetNVYSM7CqrPoz6LDAUha6ALO5FdIRcmWMcWAHGCaYGldlkIZ4lRp1J8Kym+Q2rER9RCEIstNobHbZKwSWhzsOmJuJCA3Ff/23N+N5OykME70WEZ5epXD2oWV5Hn17smGQJsN8nkR/krn9p7nr1pPUmzkDK6RNnVzltNyfoV67jkrTIVhtcM3Vf0j3dEB7S3kdOb7FMG3jyADymFb9evZc8h823wiGVcpaF3Dw+GbEvxggOTu0BvUosudCCGa8mfL5j/R0pUA/Gnj62mK9IbGf9B9Z2jKdR51oXw+z05n+W3ruNF9yUUZSmTmPkazHY2VE63HN7DVcP3/9psd04eBET5kwkuIif7kRbbdNrvLpIr+rvotjw2MUe7aTdzYfU5RFDJMhvSDlqyf7AKTruYCJU+9H7lnkbZ86jKxWp9JfFFscGRzdxEgsP6fodZGVCjopq6qcyQTAilXhLz53DNf06Cf9DWnLqqKUwUzVQagUqXNcrXGkQzphJJE00Wk6nblubt3KyfoCQzmRttIxqBxUgXRsnFww6C9hVqqQRWA6iNZOKMoS7thIMQsTIRTFcIQWEn+YMnZrRGZBPZbUupplv8UZu07j//oR3vu0V3Bido4PH/swrlHlB09fQzQMyeo7GXgwO+hxpm0xzgMK26FTeNyzdg8zsYs0IfUdzCwnFyZRIfFtg1Da7BufoduU9Js2x+65FSNdZGvTR+QxRSYpCkXN9AnI0UXGbLCMY/jM+pJCmtSaNapqgDIkV1sWiTZR7oPMhQ0qsUI7BmPl07cqkGtOWAfBrDJ+wiK5baHWbE4VfwOA0Cl2lkAW4FXqVKwQpzNL6OcM0h5aGXQHn0dpm23mKkPTxYsCOvUxsZFjmnU8bweG1yYbDYi6PYzKFWhZLhxVpwSSXPkUwiCOj1KZPUP3dECzremaKc2iWQ5xOx3Q3lrBdk2yicdY93RAZ9s6kJgMowqOHpTn2Do/X4Zhf8tkLfgXCiSfu+2TfOoT/zT9/9e97nUAvPa1r+V3fud3ePWrX73pcU1ZenmxpsTXve51ECyX3jbRoLyxv8FhG+Wo3UH6yIzk8vbl/N9X/d9f83sJ10NMhmxZhjWt2pom2+MhVGYvDiTJmLr6xoBqlBWkhSqB5GKMpH8cTpQuzuuL+/p/O26HtXiNOD/Hev+uvyTISkbSDVMeWhqT5mpaNpxYGRz8MMe7IW/88ANkrofwfdJcEYw9CnFok7Gm6ReoOC4ZSVrazQshqFgVKlaFN996CBOHXtzbkLasCkVhsqXhTjc2ri7lxC3BA7D6IFKU42nVeIz0bMSDH+F0ZxtDacPBD8Nwko+K+4jTn8fOYTxYxarWSkbSPw71bVBkHDxyC/tygZFLtFSo8YjQqzG7kpKYCtcbUo+h3i1Y9lr0tMlgHFN3LaSqMlq6C8/L2Rk1KPo5wm0w8gWpYbBcg3ExRrsubeVyz+o9tCOJYUYkns1yo8ON4j5MFeFZBpHhcPXwEIO6ZK1p8bH7P0HofJm9W9qgMqRWqKKgbdXpWQX5/B62nnqIPAr4vvvfT938cypL7+XxzcNg2ux0bDIMVvN7uTSy2NUd4dYCAuUztiTCBPKTKMdipvIp2nWFv3WGXv82kmQJIRL2nPoQrD5EtVrDMTKae5Yoaj2CvE+BRbf3GQrl0MrGDAwHLwnx6ZHYOYZRwXN3YLhzqHhEtVJgqp0gNKBpZmc4+aYXI6Icp7pGtXoZwj6G5Ri0OgY9Q1FP2+Q6Z+3UmPbWEgSEFKhC0V+OaMxOBt/5JsORgaPWJvLlBRwxDPtbNosELpBsf+tb38pgMOCKK67gec973jfnXd/+bJg4dj5ieE141Uc2PfT19pEIBB//yD/wyQ99kNe//vXceeed/N3f/R0AgyAmP4t+vO997+Ou+x9kaa3Pf/+F/8Rv/eYbqVQqvPzlL+fd7343CwsLHD16tKxkgtJxM37knfNjjbNzJI/ESHzL5/LO5Q/7nLMjLxS/+ZEH+IXnXoYQAul5G4xEbjCSTcn2ysx5ne3r4Q7PUBMXt3t5LBFnBWmuJtLWRb7XE5+H01+GHTfimR6u4U4XeSEEruGWTGB9GFiRw8deT/iM/8AwLRnJ43Y2eWBxRH2So8zz03DnB0i3vIEfesIOFj8ds9WUfPTeJfZ6PnfreNMES9OTkGfoPEcrPR33vA4ky8OEy4RNP+mztbp1+rssNViou6h+ec05wsA1bB43/gQ8NACuQEuDaK2LlCn6c2/hhPMj7CCHz70Frp5IgUv3Ig7+NXYhiEZd7Oq15SJz7DPw7F/FyROSB/6R65JFDjkVlFFQDEeMq022Ly0SNU7jt/q4a3Vag5xes0Vfm/TueB+t7/4fnB5X8FcPU2tkxMomDwpk3WPsg2oIIjtnlI8Rnk+zcDgdnKYT7cW0RsSOwUp9lhdZn+HD6TXYlsC0NZ1hn0HDJfZt2qtDRgsnuWS+CQ9lGFqXPSLKp18xKFo72XXf3zJ3/G3Uu2cY7nw6zmyVM/an0VaL3V2HM6lDN3uI6zOf092M0415vphdS2CbmBWodJfI/R6NQU6yYxdq/gl02j7D3h3cJXbR1BX+Ij1Ird7ASCTiK+/i6iTkb6VCC5MoOo4ZGJiRwWpi0s4jRNAjbVpkSUG7/WTSbUfp3/F56vWCfs9ACYlDxvyZt+Fmn6fvPxG9dYnZmX/L4tLf8vLX30R2aI1MKIh8cjVg8dCAJzyvtMj36zbD1RjDFEijvKYc3yIaK5zWEmTxhRmJlPCK93+Nd91jj/MYSRiGzM3NcejQoW/eu77qI/DTn390P+eAyHq84hWvuOBgq5e//OW0Wq2LDrYCkAKe8vRn8kM/9EPcd999XHPNNTz/+c+nWq3ymn//Wi7df4But6zdv+WWW2h3ZsjzjI//08ep1Wps2bKFI0eOMB6P+fEf//Hy9YsUVFECSh5f6JBh7dAG4DzGOLufY91d+BsVf377Md7yicOsjEtguJC0takhMRmCf3Fpy9NQO7fT9muMKC3ICkWU5sRnJdtf86d3bDDEdAyT8lYhBG23TdvbYAs76zs52Du44WWWBTAxMkyKhH6U8tRLZ/jKyT6RUZCaEBFBOibJFE+4pM2cucrS8nHe/YXjXFmr4RcgztqHGRP77uxEOQjqxPAEdyzeQc2uYQqPtFBoZW1yMq5aVbLcKBnJ5KM4GDjSopatwbjM2xSVKt0jJ5COSTFcpOaYjCwPxsswOFX+4WgRSYaVl64EdrVRlmhnERg2leoWhg99lO3ZSSwlyHWMGg0Jq00WziTE1pjYV1QiTWuQErdnibWgFyS0XAOpqiR5iDYMnMJARxJpe5yckYjLFWORcSYYYPg16kX5vTTCEMMuGFQMzmw/QFVmdBggZYJtFVBAv2bRa9mYg4zI6bJQt0HlGBK0VjRTl0HF4USnwlw3ZLHWRlQkveJSFuczFqWD8A06zZxf3OLzRPsFzMuAmb7J6eocyqgxNm2sisZbPENq9wgKA//aK+j85H/A83YQ9e9lxWgxLOCDvs3Vl2yh4pgwXmJe50hjWBq65gZFIek4Jzjz+SFGEaGLDGkZjNZipLQp1Dy+m1Gt5PSXQGmDCjFNHiKZ7bB1m4HhKmq1KzAMD6ea4vg2thDosUG4eAatwZ1091caDifu604ZCoDjld+vo/pliffFPPpaux/tbfZ1x3lAkiQJH/jAB8iyr23B+1bF19pHorUuDf+M8vdaaxzH4S//8i8Zj8f80Zt+j6NHj07B59nPfjarKyts276T7/qupxGGIUop9u3bR6vV4r3vfS/9fr8ECJWXP8WFd+p8/Fdh8c6v6fOuL+hKq4cdavVYoxuk/PnnjvPC67bx4FLpnCtcr0zWUgJYpjKCLJhWHxEPHjZHskvY7DK+MfpslJUdzWG6mZHce3o4LZElDUowmcSNW26cenUB7KyVQDKVtpIx5DFhFk5HB1y3s8VXT/SJi5j7twvSZAjpmLRQOKaB2yiIbJPT/Yhd0qBRaPrhxj2yXuWVHDoMAu5YuoOPn/g4FatCf1xel6qw6MbdqbvunuYeDNVivuFOizkcYeBKi3rRLYEC0LU642MnMByJHi1xw2VbGVfqJdCsS1ujMwhSrByaysWoVCBYAXQ5IbCzj6g2RyB8XGmRminFcERUa1EdJETWmNRVWAW0RzHMzAKanqjSMmKkrpCrgtyS2LnEiA1Mxyd2Ycv2MaFMCXTA7gOX05qw0XocYVgFyy2TQ9c/i5qKmWNIVIzwrXKz1WtY9BoGzRHIfB7EUUBjGxIloJk43Lp9hTfvfi+/8YMGb/veB7mrDXm6zJn0H+h/1CWxY/7K/jOe1XPYoy+hJQJaPehXHWquy8nZv2fcAHXiOKISE6YJoogxOx08byfR+BBRdQHCHn0p2dWxqHtNGC/TURm+HJGbLsFaA3zFG7aExCsBGgVSII0Kw9WymGEcmnhOii1j+l2LNPPxRUxdXondvoqlu04Tf2VMpXKAavUyxuMHWFYhbamRmUMYpmzd35xeV5Wmw/F7u3S2bmwencoESOysvBcvxEi+xXGetHXDDTdwww03nNfE950UX08fidZw85OfitJwYKHcYT/rWc8C4MUvfjHH10IqjoFpmtO/v+mZEf0wZXa2uuk9f+mXfgmAl7zkJXDmzrJSQhcXZyTpZIf4NcRjmUfyWOKX/+ouXvHEnRhS8MDiiCfvm9nESNZH7cJZ7rrJEBo7LiptvcicBefiPTGPJaJ1aSstKM6SHKOJ1GWbcgIkG469v/rkX930Grvqu3j/g+/n2tlrOdEN2V6MEXlCmIfMevNkKK7cWuee00PC3ODXfsjgj9MhpAFJprBNyfz1AcsVDykErTihpRS9sDQZBDBaHeAY6aFDYEjW4jXG6ZiaVePEWsmk8txkVGwwkh/c/4Pcfd/dbGm4aA2R2cTBwDNMGkVvykiMRoPk1GnkFVWMcZcrFyocPN2DcHX6HMZLCDKszKCpJucvKEEmHy4yDk3ydIykoGLYJEaGGg2JG6U8FzkjZKERGBgFzDQ9+r0+x815WrqP1D6pgEIKZAZmYmM6NhKYEQNyFCEh8zuuxfrUCbQy8eMQaRcYhaTuOvg6ZqsYcHg0oikDEJp+xWNYVbSHAjO+hNPBHSBMPNMAqTGVZtUb88zlp/C9t97Pm296ASv132WreABLXkpl8FW0FnRFlx1hhSNBn4YR0+1pBnWbHe0WsXOS1QZ0ogizrgi1QRgMIAtLRhKfIKrfDMe+SF9K8uAEptWA8Vdo+00qxohCemTBLEoe57Qpufvqt/H4zxUor4llNhiuxiQPPcTggx9ndneKSAMuvbZK+JUtVIiZa3TwZrezkt5HkWW47laq1QOMxw/QLRR1KXGVRVAIth/YkEwrTZu7bj3JlWdVHNoTRmLXatA9tdF8+G2M8xjJ+g7+wx/+8LfjeL5psd5H8sfv/GPOnJoMUYp653UaKq3Pq9DSWmOIs/y2kvHmv1MKpFGyESEhuwgjyb4OIJE2vaT3DZW1Dq+M+eh9S9xzesil8zUeXC4bDS+UI9lkeZKMJsn2i7DWPL44mD7GiLNS2orPyZFEaTEtkS2lrfFFXqEEknVG8rPv/Qqr3W7JSNKAjr0T3ynLM6WAbhjiGA5ZMiqb04oCW2j8rMtgHFJxTHZECS8cRvSCtMy3SBNjZg6YzEpRmrVorZyrYlc4uaYwpCDPrU1VWwCjOGeh7qE0BHYHDwNXmng6nIKE3WrCmdNIWyNRHKjFNPSwlDQmY2YZLyOJMXNNo7BLh+NwDQyb5VPHuOdkgs5CNBlV0yGcMJKk0UYZktgZE5ugbIux7THXsPBEziFnK+1iBYlLJATalAhT4iQeplNBosixUBRERFSaM2TDMfny96LSEdgaUwl818AnZk4MOLo2pG0OMT1FYniEjsZNJQQ7ua97B9gVfNtCS9BFTmyNmS0axDO7qZAQVCFNlokyh6CzhzhoE+ohFgZLaz2qMsXFILUFjXqTwhyw2pjMCGrDmjb5qep9vPuBd+M4W4izFSKvCXlBJAVB9wEsWYMsopYF+CJAUcH3d1LonBcFMVLVUWZC4dSxnSbDtYj0+AnSwyewjRjSgKuuMzHdLlUR46Vr+HNPJI5DjLAc7VytHGAc3E+3iKma4GmLVMPWS5vT66PSdMiSgs62jfveMCSWY+C0W+W68x0Q5wFJnucopb7jpa3HGut9JP/Xj7ySbTt2lMvi8AybRs1N/u/cnhGtQcqz/LaGpzfLVyotb2qVl/+92CL69QCJYbMSrmxUTn2doZTmFz9wFwfma3z5eI+GZ3Jwk7S1wUhG6WizdX08ZFG3iS5WjpvHF2UrjzWitEBpyNUGwGutifNiWiJ7LiM5N3bWdxJkAa7pMoxyonHpWZSkI5rWNjyn/BzbWx6Lw5gZb4YsHZXSVq6oFD0kil4QUfcsauEaPzAe0gvTadOfbM2DYWBf+zjWwpi1aK3MZ5lVuiOYqdqkmUE/6U+lLYBhnDNfs1HAyJrBFRJXSBJsdJ5gSIHXaWOtLiHN8gvY6wV06KPnriwrBaGUsVSCLDT1wi7PX9iFxnb6KycZhSZaK5ZljS0Vj7EzQo1H5I02Wa1CYYREJuTVCiteg20tE08mHPG300xOIwuDkQRpGZizHn7mIywHQysWxXY0BaGIqDRmyUYjzN7NrCQBhlVgKknFNnCJ6cgRh9f6tK0x1a0xSrsUukBLAy+ocmR8AuVUcX0bDIHKI3IZsxWPYmYBT8cUniAZrzFIBcr2iUezXHpPFzuH5WGAFWSkrRqJqbAtF22MON0szVrjOYP/td1nWywYp2OktNAqY/VID1S5HPZ6h3AKE+Yux4tHfNfBnCL3qDd2U6icmnSoBympI0mFi+s3GZ5cphgMyMchlognOdOcwnCpyQQ7XkXWtmJHDlZYVnRsMJKQqiHwMgNkiu1uCEWVhoPlGlRbm+2THN/Ebc9cPD/yLY7zgMSyLBzH4Rd+4Re+HcfzTQ+t2dhb6/N7P9QFmg81YEgxTe5mRU5RnFXiW2SkmCilyk7Sb4K0ZRkWvaT3mBsNLxYfumeRS2YqGFLwY0/bw5/dfpxeUA7Osow+llk2udnSZi1aO8+w8X9/BW4Ltlz4xfPkG8ZI1sHq7HOS5AqtOYuRlEAy+swp0hOj816j5bSo2TVcw2UUZ8RBCSRZOqYi50utmbJRbhjFzPlzU0aS5Ao/Lb+LQZTR8CzMaJG+cOmPwqkNiah0MKoO2e5Z1lLwlwye/OAV3DzzA9S5nHbFJs1NCl1sKkMexhl1B3JtMLI6XI7LqztPYCAaaCFxpKY218Yb9ZFmwZpos8UYst0akcxeBcmgvObCVYTKkQiquVkCSTyA1iXEvTNIYRBKSdfwubRdY1QZUwxH5O0OeavJSCoCKchrDVa8FgstE5eEo+4c7egoNT0kFALTMjDrDpayyEwbB8UJ5kEXBDKk2phBBSEx0MxiYsvBLQwsw6DApiFDTvdy2s6Y2o0apUsvt7HnszNaYh6DFa+O7zpgQJB0MUTOgmFQtFt4RJiOgtGIfqwoDAtx1OFH3jfECxSWShDjnLheJzESxmoM2mTJgeGTb+KMW9DKHJ6zbBLlEXd/8hRGYjPMc3SS09aKw0ffQ03MQOsSzCLjWfcW5KlHq72LzCho2nVm0z65q8mUhe9W6B86QnHyICqIMCeDpshClOnRMjPMcAWqc7iRjxWW59+2O2RZn7U8oGIIKkWBZPMGvtZxmdtZOy/VUGu7OLNbviPyI3AOkPzKr/wKH/3oR/nIRz7CH/zBH3y7julrC6VKyekRQmuNFAJEaaJ3LpBcyFfrPGlLFah8M5Akyii5jemAugiby8Ly52sIU5hIIR9zo+HF4lQv4vqdpfXIi67bzu2H1pivuywOY6p7XFpXTi52w2Y1Xt3cYBgPOT4WxBdrl/lGMpKsKJu5zjon8QRcNktbAflSSN49H6iFEOyq7cIxHUZJThJuAIlLB9Msj9WzDcZpwow3Q5GFUKQUWYIXr6CkxSjOaHgmVrrGKekzHg2mjAS/Q+cZl5G1Cm7beiXOQPL0E9fTv1tQd6vM1RyStNxpnitt1SxFhsHA6OAKg0uSkK5oorwZOmJIc36m/BxGxim5gBWtsNUcEHhbS3nRnylBw60jgEpulMUSyQA6e2G8zN6OyUha9KWLB8SOphgNEZUqD/7yf2FgCALTJK81WfYbbF/M6MicxLBpRcdpqlWUkFi2RE52zKkwsbRiRBOJYiwD6k6dQuly5Eaa07XrVFSBKQUgMID+wKVpjBlbHdDlgj7waxxI+2wbr3HKq5YjFQzBmeIEuRS0hAn1GnViKlJjDRP6QU5qWizcepDD2yVOpqgQU8SQ2i6xDEuvs2QLK4bAfv6/oas0bdXGjjKiPOLk/V2KUY2x70GesUtraq1nM+9dD9U5pDCoaE0au8zObCcxFY3KLLvlkNTRZLnAzgu21E6yevtnkHGILCabqCxEmT4yGyNVBqaDGTsY8UZOo167mqVslUqtyS6WcfTm67fScPi3r73uvGv6+//T9Zid7d+ZjORXf/VX+aVf+iVe8pKX8OJHmKPxHRd5PK1yebjQwB//0R+ydOYUb37nu3nb297OPffcw9vf/nY++MEP8v/93m/zJ29/K+PxmNe+9rW87W1vA0pGsi6tCBT67KbDIiUXEzq6rlleqHnx65C2hCg9mL5RQBKkOf7E/8cwJJfOV5mrO6W8lSdTqciSFt2oe94skhODjFhdRJ8NVssGza83iow4Lai7Jho9ZZLrLCU5h5GotEBFZ+VOzoqd9Z3Y0mGc5GRRyVpMlYOqYkwGMbmWQZCkzPlz5OvlxGmIm6yS17YzTgrqroXSOWNhMBr1NxrC/Dadp2wh6h3iL/b9G+zU5NYtX2LfXV3yXLNQ90iz8vua9rMAWaFwKMgx6ItWufPsH6cnWxT+HB0xoDpTJl9vP3qGgbejLEsVA0Zmu9wI+e0J1ZYIJF4qSkaSjFDtS6nla+z0Urqmy0g6eEqTSYVO0rJYQZkMDJOxYdLbdxUHZ7ax5Z6IJyc7AWiKiEaxjKkNsDTCMQiNkDjVWFqQ6Qa2gpExwjd9cl1W8RSZJnQ8fJVjixytJOBg5CYWBYXhgzJQWnH7pdfxjK/exv6jA45ZDm8efAVMWEoOgyHwTQftutR0SEMp7LBAxxU6i8sMmwvct1fg5tCRY1QiSaRFZAaM8i5Wso0VU9AqRqwqg0ruY4cZcRGThDnpoEno+xhKc0leoR8sl/mp6jz4HapWQZa7uKZFYmpqjZ3s0iNSRzE+fAxzNOIJT3VZWmlhpOPynAgBWYS2K9QIEZN1QeUGKt+4b9rtJ7E0OkzNtBBpckEPQHmBaa5SinI+u/WdASTnVW39zM/8DKZZPvzNYiU//A8/zDAdPqrn1u06f/a8P9v02AUbEr/3ObzjrW/hpqc/52EbErXW3PTkp/L52z6NkaaEvR6f+MQneO5zn0ur1eKv//EWZjsdqtUqr33ta7nlllvQGgxDTLuPJQqlzpG29IRiCgnSKhPS7jn5jPSRGckDi6NpNdm5YRnWN0zaCpKcir1x+g8s1Fkaxjy4NOJpRjJNXq97fJ3NSPKi4PQgJq5fpFokXJvkn77OeNuziORvUPOsid9Zef6idMJIzs6RGDZ69RSqFvGKtx/lnT/6hKm/EcBNW25i1tuK1kvkEyCxlSLPHIRZgoZnGaykGfu9WfQE8EUWYEfLqOZuwjOKnXZOhCSSgnA0mEhbJSMhXCNcHaOQiMzleHWRVm4QBhELDZfklAn+ZkYCQJGhkAy0h5RA/zhdMUfmeczSx6iW3/0Nu3yM3VfBeJkZ+vRlC6RZWmEkI0CQ65wzK4d59ad+mremA8bmPL7MacuQrrAJTQtf5Zhao3VZ2mwMRwylQBqCY1fexOHxvUgFS94XEcH1qNH30JD3UCksQlvza9HreY59NdsHBlobaJo4WhEIXc5lUTBnJqhUENkeZlFgqYgcF1M7zIseaBCGgSgElrQ4XtnOQz/1Oq753/+ej12VM84yhGFw0lrietEglAZSQV1HzI6hEDDHLmaXvsThx38XI+7H7hdcrk+QpQ6p6xCYIYO8i5N2GPtghYssC4N2UUckgiiL+NxgzIF4H5FjIzRsXZ2l668SL5/C3XIJojqPUzuMMGx0HBGbkmprF3PWR1hyaoSLS7grq9QueSIV4wsYWYyOCkRjK2Qh0q2xQ6yU5fKAls6k272MVvvJrIZvpFavoaL4sdks1bbCc3790T//mxjnAckVV1yBUoqi+MZ3Z6/HucDwiKEVrD4IswemD5032OoPf5da1X/EwVZKwxVXXs373/0urt3mk2nFkSNH2LNnDwA//9/+B+/+47dsens1kcOUBq1USePOyZFkrFdViHJhGS9vBhKtL8hIvnS8x8oo4TlXLpAXihe/+TZu+8VnUHPPX6RtaT/idMRHG0Fa4NnG1NPtwHyNk92QBxZHsLABJOszTc5mJGeKBoXSJBebQlBkZaPU1xuDEySVlIptkBWaXGmyQk8bEzflSNwGerSK7ip6gU2YFpuA5IWXvpAzgwhYokjGgMDSiiS1ULLc1HiWQTjOmfO3oPIQEBh5iBUtY7R3Ex7XzMkBK9IhEmmZa5kykg4s3U3kPAEAI6+RmV2WZIFQmlbFIllnJBMgUWrCsop0CiQityhOPMSirbg/bdPWPVRWJmdrTo7ccgDu+StaOuC4aMJ646dbB60xZMHlzi6yy25Gf/EPOBR6XGoZNIs+h7VFbJp4eYqnS2nXNgTF2goKg7GURKMcaaQICU1zhRoZuqizN1eczG0+2kj4QvoVnmBvZTBwKLSJqTr4uiDQFZKkILIcDtBFKUlmu5hZgZUHKGyEanBAnCDOHFwpMRTUzBoBNq2rrsCca7ESRNzg7UQaixyvdImGN/HxrML+QlEVEe01OFGFJ4srOBO9i9WWSy90YKXHs+2HGAazJBWLxEwZJqtUixlAEI5PsSQNtsezxFRZCUZ8Jh7z6fjxaLcPCKrHR6y0M1ZXHmL7pU9EurOYDYFhGqg4IbEEhu/gewmRY5FnBnJ1FW7YQ8MMSC0bNTyF0dwOWYT06uwSdyFqe8tzPrGL1aqcOOk6C4zyjJppoJL4UZj6nRVSwiVPffTP/ybGecn2+++/nyiKuPnmm78dx3PhyJNyAT5LLjqvIfHfPJOzGeBFGxIppZyVpTNcc/ml7N+3l/G4XDTf9KY38Zbf/S1Ms9wBv+Md7+CWW27h1Injk05bjVJ5eRjnSFuJNibHJ8qFZb2+f/oZ4vLdzwGSu08N+Ph9pQx0z+khoyRnaXjhRLVt2BdnJPf89WPKS4RJjhSUHbyUPTWrQcLx7mRg1UTaWR//OwUSpThRtKjYBrG+CCNRWWndMIlT/a8RVPIEnZYlt7YpcS1JnBdTaWsKJCovrXTyDBXnJLmaspazYxzneJaBSgK038YFotQgF+VwK9cyCLOcWX8WncXgt5F5iBkuY3YuIS4kM7rPsjCJDU0ajcrv3LBLN+TVg4TtyWYn95CuwSkd4gmJb5vowsYQxhScgzQvv/8sBCEZFDYitxDhKWIcVoRNW/dRgQHCQKgQ2ntgvEw977Ksm9PvCacGpktuCuxxQrO5QIHiYE8h/Bn2rA7paovYMLB7Q2bTCrpW5a7DS9z/4EEkBpkQRMEIB4XyYKsx5ConICseYF4HOKHBuxsxN3jXMjYGDAdrFJjYukNVZ/jKYxgkBIbDpaILSFLDRasMY7yCEg4GDa4Sh4kyBynA1pq62SDQNjvbPm6jwXA0pm00MA3NcjVnNdrBCWWTZ1AVEbW1gtU65LffyqDdIbZSUgyU0PhzBWm3IDFMpJUxZo2twqNaGKymS6xKQTXdwlDUObi8xksNl8vynBPRPEhJTdfoFyGMJtKW1cSpZNhSo5OY1JKc7P4V7bFg5AiSRoZYWYX2JRCMMVybwt5S3v9ZiOW12C2WENV5dJ4zzMb0rBQ1OqsoRLo4Zg0dxdNJlP/c4rwt5Zve9Cb+8R//kf/8n/8zt91227fjmM6P9UVYFyDMCzckhmtct+c/Auc0JBb5OQ2JJbt401vfwbbkELT28H0/+EMA/NRP/RT3nRliGRIhBG94wxsAOLQ8xpCCNNcURUGOidBnL1SKXInpv0tGcg6QZBEgNqStsAufeCMD+1UcXi2B7PbDa9Qck9P9mH1z58tbjnGWq+94GdYegl2TscWf/QNYuLpMrj6KGE9cRdddSXd3fE73olJ7LTZyJKYsk/xTIMkCTjDPvrkq8fAijEQV0/JopTQvf+vt3PpzFx5E9bCRJ1hFiG12yAuNRpNk6vxkO4BdQRcZKi6Is2L6nLNjGOdsa3mQjlFei7qwORkJUq8soXVtgzgtaDktVosU/A5GFCCDJd6bLzGmTUv3uNcwkLKAONhgJJYLdpWwvg/HUGSZjeFaHCoiZo0avm2AsjbJWsM4p+aafOCzd7NbSAaFg8BAiojLk30sM2Kn6pL3NML2IQvRjR301xYxlGYxqwC6TLRX54ExuRHgjyI61TYxcP9KyoudWfavnCCddZCGxOmusUfs5P3br+bEyogrih415bFsRKTBEB+NqkAjDnnjFRHDT6/RaQ+xRoJn1Gxqc5eSGAdJApMME48KVZUz0B7DUcrYcNiteyAEmWljyZhscBIhXBR1rpZ3E+ceEo2nCwztcky77J2tMvRt8nFMw65hGopuzWBldRueZZKqnI6IMCyDbl2Q3HELo6uvIjcy3DhFAUJkZDGIdowhJYvWGk9MHY7kJst6DY1AZ23+oXoTFfdzbNWaq4wBzp5bMD5rMrN1H32OYyar6Oo8yqjhmGMclaOimNwyiM2cSuQzcCUiVohuCH4bFUVgGBRGB6KDEA+wa7tZEMuI2gLFeEziGSSuoBgOMRqN0qnCqGCaVVQSPeYR1d8pcR4j+W//7b/hOA6f+cxnvh3Hc+HIYkBslpPOjXNLebUqfYiW7wE2GhL//E//lFMnTyDXy4DOAgStNUJMbFTOarbTMJG2NKooyDAR64xEKUBSKFW+4novyblAkgbgtTYYyXgJDn2cfpRxaKVctD97eI3nXb2FxcGFGYllWBtAcvor04FGQFmxFqxe/Ps5J8I0R8M0T2IaEtc2yAs9SbZvVMDZ0t7IkcRDTug59s3VSNRFgESr6aySUZIzTr4GN2SlQGV4OkIAlilwTIMkL6ZsIzkHSESRoVJNkqup/DVOcu49PZz+e1vTQ2YhhdugKi1GsSKhLO/1LIM4U/zsu+/D0gr8Do6KEPGAT46P0ReCWr7GqqmJpMTTk36B9R4bv0NU3UWrkhPnFqZncaaImBUSzzKQ0sE5K9E+ijPqnsU9Dx1DC8lI2TD5Ti+PLmVZ2zSLHumZgOTal3JqaYUfe88DjKKUQikGcQHCIB8uoiy/ZCSGRo4CFmybvmFwtJ9jqhYz+SkK0ySTikrSp64q/INzCT9RW2NG96noGp4SiHBMXUvyiqYqYtLtlzA8eZwWQ/Ye281/GplU7AqJMSKNB+TaxAEcrfG0zyhIGRk22+IVME1S0yJzlwiCI2D6KNngRv0QYVFBkrM79PiewqRAUnFMTE/iR5pq0cAyCwYVm45lspgbJLnElzGqbhHUJbpIyLZeR0oKjosITASgLMnOJ91OTVp0zSFXxFX83OSwNaZdaNaSBl929lJ3wDYz2n7CU0ZVpGUxs+MAPSGoGF2CxKOgwomPt7HDMWk0QlkWO4tXMasjBq7A/5zEGJfnXxcFaI0qHKhvhQc+hFdrY4scqvMUoxGRKxm6iqJfsuBhMqTtLbB710+g4wSkQD8K5+zun/5Z+X7fIXEekLz+9a/nGc94xneWRUoelQnFi5XVwvnzQIanyoYRwwatpw2JL/vhH2bHjp3lYB/YJJdtAAbQPTwFE631pGpLo1RBirXBSFSGNiyEVihkuRu/ICMJSx19nZEkYxicoB+kjJOclVHM8bWQJ+3rcOYiQNJxO1PH2SIJCcOzEvfJaDrg6GLxlk9sGHEGSY5SmupZzU/752oUWpOm6aYGP0taZzn/DjletLl0vkqCVX7ec0OIqQ/XKM4ILyAzPWJM/r6jUq5aSrDkRNrKFHFeYBmCtCgm7y/AriF0jE4EcbYhf33hSJfvf9Nn+KNPHmIYZWxtesgsIHXr1IRJkOQgJuW/lkGUKY6v5tiqBJJ1IBsXCQEWVrTCqqlJDRdfxKRJzEBKClXAj/wNgXCpVXLCwsTyHLqkdIqytNjCwZL29CMOo5y6a+JkQwoMRoWFVgZaGNxWXUWuzNMousT9mKW9s8z4Bi+7eQ+tepUMk+VDPQrdwsxG3Hp4TIJFLgsEghlVsGpIImyyYYWW7qJMjRI5Xh7jZDUMU9LoLjNLH1/UqRYSMxnTxiDzFD4R4+YC6VqPGmNOWftpFBkVu0oux6i0T45NZoSY2qCCQzBOGUqHTtBF2BaxKSnI0FmAtKpou4NvRoS6iixSZkRIGFXxrPIcGI6mFmmIBYWhUIXFk2YiBkoQ5wa+kaAaHlHLIrx8B07WRemY1o4dGEX53RZSkeQ345gFXlHhGdc8iXpmcZ9VsCVTfEz63KyPgVY4RkzDTVkJt4LrMLvrAD0psUzF2pmIYGyRDEzohwSjHgKJ+uhDGFoROGCMJEq0y8VfKXRRUOQWzF8F40X8yShlqnMUwyGBC107pRiUQNKNu7S9Dq3WTeg8BylR4SO3CPTe9a4yOf8dEv885pHkSQkkD+ecq4vNJbd5Bl6nrKI6C2Amno0bH3zT7yY9JjAxX5wACWAIUfaYqAItDKaNDUWKNixcWVAIYwIk7vmlyFlYVm6sM5J0BFlIEaxxzbYGt9y3zFXbGmxtepOk8Pnx1me/dTpt73OnU379+GUbv0wfGUh+/+MPTZsqw7QcAboubQHsX6hhSUk31puBxLA2pK14yImszqVzVWKc840b17/gCegPo5woKy46y4W7/vLCj08aGjtFjh8VWIbcxEganlVKW2lQXht2BSlGqFyUOZIJkIRpwY8+eTefP9Ll80e6bG95mEVI4lTwJ4nq9VPu2ZIk00SJgaM1ymvS0ANwGwyLiFDb6NEyXcMmliYNmdAPU35neBefX/w8tHYTpQWeHzNSBo7nk+qCDgLPMjCEjZGZ5XUV9UpG4lo4xYgcyQPGlxHKRNsdPtS+k9nl3VTyAT1Lk4gYxxA8/bI5TJ0jVE5/EJNRWrPsWpjhy6cjMqMoZ7FnCYtS4AqHXDSxAGlKChLcAqKsxVxN4a4tMSv6mEYDvxBYWUBbWyRujq8jDsV9ctdCoDhVWUBoRdWtkosQXQxR2icVAbl2qGjJOMwYShtvNEBYJqEh0KRlnsSpo+3SldlCIVVE3RhyNGpQcybXW55QC2EcRIxsjUpbHGiCEJKednBlRu01P0Rvu8uXvu8KvOQIKh3gz2xBSgdVQIrD1df8PIYRUS9qtP/dAdqZ5EFTMp8JYkNyiV5FFwpHBtTdghUKhOfh79xNjoGuzNE9FbB4MAYtyHsR4biPlJJsZZkRPoEjkLaJ0j4qCMoLKc8pMgM6+6CxA6s6MQ+tzqNGI8a2Ys1MKAZ9gM0jmwEDSRZe3KVhPYpgjE6/Mb1a34j4zgcSpQBRMouHGxilFaA2wESrsqrhHCBRGt765j9g8fQJ3vQn7+Nt7/yzaR/JX3/wg/zR7/827/6Tt/PFr97Nr//GG3nVq15FmmYTixSNVkX5uuW0K8gTlLRxpCLHnEhbDqzcv/n40gkjWe/4njRPOsFJrt/V4pMHV7h5b4eFuntRRnJ2jOOU5WSS7NZ6wkguLm2luWKc5Ayjje8wTPNNQHJgoYbSmtVYbgIS27DPspAfMSgc5mouMfb5QFKkrBRVxnl5aY3irDy8iw2l+vAvX/jxyevWyMl02cfjWnIiWxXUzwESbVUQhNOql3gKJDkt3+bJ+2ZYGSV0KjauContCp42sQw5HRrmWgZpDnlh4iFInBozugvVecZ5RKJt9OgMfcsjNkzqRkwvTAm14ujw6OT9Cgx7wEBLfMejUDBjmvhS4hcu+3tXwpFPwkd+hWGcUXNNvHxMpAVjOUArG7xZulaPJWcMecEDIiaVWemcAEizZIKDrCCjNPPbNd+in0kyWWBUq1hhj1VDcq3wiWZa5Lj4lknVNRCqTlJYdOp3YvdP0WEEsoZXSKw8ZA6LxMtxdcRta5/F37OLQpmMarOgoeJWKWSCVAGNvM1X6rdQ6LLRMQpTAsNBDkdoy2YsFVrnGEWB9D20VzLq2XyJ1E2p6IzDUYe2HaNzRaIPsiVwGQUDTrgQxtu4rGPgWyaHMXFESt6u0FA2x5NVfNOkCAckYgaj2iQdmdQWdnLJJQeYNxbo+H0A5gpYMwpaOXxvrU41zsjzHCc9jW17DGSI4floaaC0hNoca6fHLB4pmUMyDInDAVILRt0uqd0idAzQGUXuUAxK+VQ4DiqV5VCpH/lbmL+yvJ6r8xTDIQMrJ6+6ZL0yL9eNu5vn2giDNHjk1ggVhOj4O4eRXETk/ubG0R96GcXw0fWRGLUqu9/062VvRlYuvhfsI3nWTbzjnX/KTU//Xj5/xx3sW6hx95Elrr10O3c+dIo3/u8/pD7pR3jSU76L2z7zGdK8IOz3p30klVqdf/zoP1FtNLnuyv087knP4Jd/7X+RJDFSNMry36JACKOUsbQqSzeliy1ScibGjcgyh3F2ZFEJJKNJf0U6LudERGd43I4mnzy4wqufegnzdfeiVVtnR5xmrGbOxmtr9bCMJJjkKVbGCQ2/BKBxUkyrtgD2z9dI8oKVZAIkE3Zhyw0gCYMhnjlZ1LHPn9uex4TKwqJ8v0FQ/j5MC1zLKAFUGqW1g1KlR9Q6i9n0OuVuqyEUPaUwjTJHsi5bNTyrBKc0AKeGNjykOD2pejGmQBJnBb5tUHNN+mFKzbVwdUxoOVhxRLti49l1hskQzzIpCgOQOFqQOBWaug/VSzCiFXIEBIuEs5eQ6RyfmG6YE6M5Pjw+/ZzaXKHPLrxCkecWezoeXqqoK4ObVl8AaR9WH2Q0l1P3LFwjIsxBaYEuTLQ/ixYxX2g+yMvOWNydLnElMQVgAIaUOComKBRjtuBpiWm5xNpCGhrDr8B4ib5hcGUiODNn0DrZxEBgGpJCt8gKxZx/EjiDicbAxiskto7paIfITTFQfLV/Gz9z4ErC5ZMUfg20pupX0WgyY8gZT9FPz5CrBhVdEMUFgemghiG0WoxFhtA5TiHATZCiglqz8FRC4Bd43YIjwRZubHRJjw8x3IQtocnIGHD7giDuPZn9MwauKTlEhiMyRnpMI7c5ovv4zja0Db2TGZnbIBrYuFtKcJ2TewjdLxLHp9nilYAwn8H27U2WjxfoXGHIMVrPk7kB0vYIV0e4yiLxq3RPBljdw+ysF+SJJh4PMDLFMIqo+bMoawktIopUUAz6KK0IWz7NWJcsuX1JeY0bNngt1GhE6Aqcdofh6mlmgF7c2zxpU5ik4cM7dOiiQIchKvkXzkh2/593sffv/+5R/ex+x5vKihjD3JRsf8UrXsHiyaM88Qk3lIOtPvJP1KoVXv6yHyoHW738xXQ6M/zYD30ftledDm3SwI37t3D/lz+LFOXwnPU+kkazxS+/4deJwlIXf99fvp+bbrqJarX0ulG6rByThoFaB408IRcWlsjJ1nMGUW+axE/yAh74Rzhy6znSVgAz+5ktltk/X6UfZjimga1isuKRk21xmrFWTJog0zGY3oaB38oD8HvXlz8P/CPANOG9Ok6mMtM4znjyibdA7ygAW+oucaZYTSZNbhP29DM3/My0G/tkN2RHVeFaBjEWfOi/bCr1JU+ItMk6ARlMLEumBo8feA3c8vrJc6PyezqnSfOetXuI07I8skFRMhIhcEw5Ke1V/Gzwv8nyrPzsdgUMH8kYQYoNJFEEH/zpKYA1fZtRklM79LeY5ATSxMwl7UpZSDBMh3i2QTFJdjtaE1oeDT2kqM7hWS5aANkIac+QGQ4+Eb2oIEZxfFQCiYqGvHr57xghcOKIIi/LWmc+/V+YzWKGaV5eA2sPsuPwe9g9/jK+jkgNUMokV3WYuQJNzimzS2C2GbpnKGRIPpnTLqWBO2HZ/5Rs59PqalIlyKWNNjTS90nuO8T3L/0oe4KCu9oBkX8pLg5JnqDdWQodseCfRDRTcmzmozZPGvq4ImardrjsrjdTj07yR4duZz55H/2iQ62sgef+5YIMQShzDNPBKAzmsnmuy+qc7B8kNB2yUQGWyUgkSJ3jKIVyhsiaTRRu48Hq9fQrAk8VLEUzvCT6LOb7noYnUvws5mh+lANFQVML/FO3cS33cRiFlJDmXVrKZ60I8StVqLkUIUROlX6/hjlT5iWeVLueq7pP4b77fpGtfgkkOzKDxoyHnwpkWsCWbRTjMVklAFECSUVVWStcBtEqfrAM8x55IYjDEUaaE87NkTb2YGoXZbsUUYEaDjk0U/Deq8cUqVmONy5PFux9Bkg5TbZ7rTnG3TKH2o27dNzOZE4SGNIgC873izs71nMo+l86kDymyGO06bEcsSnZbhgGVx/Yy+duv73sI3nmU5GGOZWxTNMo+0ikJi3UtCtda7DIOLky4OrL97N/7+5pH8n/9+Y38fu//UZs2+KWz9zBO/70XXzp7oOMhoPp7GytCqQ0JvmQcohVLixMihJIdDEZKAQPne7y0+/6crlQD06BXd2Q2ZIRzF7GnF5mZ7vCOMnLHfsfP5eKbTxipVOS5qwWlY3Xau3eqNpaewiu+LfwtJ+H5XuBsmcBYGWUkBbljI0gLVgYfGXahS6lwDIkK6lV2m5M5K1n7XrWtPjicDdlV13gWLLsIzn6mXI+yVnnK9IO6+n1Qb8EmWjy/izdXRYyQCn3rR//WfH7X/59DvYeBKAiNKlSE2nLIMkK4rzg8vQuRLDCqaNvB7uCEj6CACECaghksAjHP0uYFkgj5vbVD9CN+1SP3YLUilGuEZlgruZSdyZAYhmoyXQ/W8PQdKjpMYFXxzMa2CSkKqNutSgsD4+QbqRIdDFlJDLu8bhwES0EeT9CGhlWw8FZ/gJ7VI+hUugkhHCNZverzISHqYqI1AKUQ6K2oZ7yK+XGRUkiEbG3fhRESCZKJnlnLeVLc9sREv4ubvHj6rUM4gLLccEQCNtF93v8zdxf8O4nhjyQr7B2+X+nInwcYZd6PUPm/RXkFpOBbuId7jNfaeHqiNnCot4/zMnKVt59zW70qz/Nl8QzqQmN1vCRe/t0Cw8tBK7hQWYiabMzzzky/gKJK8hDELZgQIipCnwyYquHrNosLv4wJ2avIfXa+KT4ZsiebIm1ys9w+3ddhZ0lWLnmGUnCDqNL0T3Kbo6TUIJoHK3QpMZIZNR2XIJqVBCpJDBc+oMq5myZN9rqXsq2tcdRFAFer00jkTQzB7diUcltdCFgx15UEJB5EUp7xGsjXHM7p6OtpJUlZoZjjux5OkoIsvEAq4B4bo7Bju8HVUX5TYogZLRymodmMgZVCHQNDnzPxgX9sveUl3u/R15xqM4sEHfLNWItXqPlttBJgrQdLGmSRg/PSFRQ3pffSUDybZG2HlNkEbnTYmmcMmvlCDb6RH7jV14Lzd0IpwqrD3LdVZcRZxk//0uvw+w/yK/96uth8S5++XWvIzzLglxoxZ+89U248SrSrfF9L3s1AK/58Z/kZC9Cotimz/BdT38mB5MOtimRYl1+V0jDLBNqqgClyLXE1gX5ehI+XAPTYbk34MGlEeyJy1235W/kcNIx2cxlbH3gFmxTorTGkgKCVba0LRYH0UYvSTIqGYexcbrirGCMR5zmuMkIWrs2gGTdJ6g6V84yp5S2hCgZSZAUVGyTUZyXzrZn5UPm6g5LIws67XK3P7F2WI9/OOXwiquNUmZSZpmXSccwSfqSJwQ4pc4MDAYJBhClZVULo0WoLkzObbDx+WoL0/c4PT5NkAxR0sbXinRSlr3BSApsnWIEJ+hmt7DVfxEIDykTBGOqzCGDFUgDFqNj/N3B3+aZO55DNz2MFMsIFMNCYyaaXR2f1Ym0tVADPWEktlKcFAZbiBlZHo7ssEX2WANaboc883B1j26sidyCTClylaPSMe0ixhKwvKJwvAFG3UZkIbuLPnf724iCkKFp4YSLVNM1QmJSo4CsSa4cpFPOq9DaICwkO4xVMmML6QRIHnBGNPZoqmdSlgoTVbmPlVhhOBaIgmKtj3m9wlMwNkc8NDxOa2YGf+wRyghRm8dduQfHBqNVMBg3yU+t0L+xQ2VQ9l+gC8Zeleu9FWSnjt1QuLoU15JEkFg2mTDKqZm5zcizsbLTxP8/e/8drVt2nnWivznnymt9eceT65xKqqAckWxFW47YgO02BozJDk1odzN8uWAbG0xfGkO3CY2BNpiLA+DUzpKzLCurpFJVqVTpnFMn7vzFldeac94/1q5TVaqSjMC45Tv8jrH/+eL65l7zfeabnqdJ8PwCLEhfkqsc10hCoSnkAWuDkNX6SxHJp6idk/TEDhvBEb02YyEE6WzCZj3j7euvZqTezRf5n8KUSwZ2dryBYffKFcbqHir7NNt/+ptof/Yheq7LSvkM5xVqo2OlrkUfj5xXveQHufSzX8P/9pClHViC2EHJHsJ66OEAk+XkXoZu1ylnK0aDEdObO3jDswR1htnegk9I6sUcT7hkSUKvaYgbSeNIAmP5wCffxbmyR1BNODq8yh0v4sqK+RFq0me4fopm/gDQpbZGuWD+mz+NCAIc6f7uQHJ88P0Dndr6yEc+wvd8z/fccuYADz/8MF/8xV/8vNd94AMf4OGHH/5vvkAGpyitg7WWxj7ncq3F6ob6meK1NSAdZllF+gwt7XEqbOhqHvr4R/nhH/5hfvxH/wPXrl/v5kWEeEHXlsUiBTTCQ2uNxR7Pl3RdW8JqlFK0yC71Ix20sShaNE6HE8rrrmW54tqsoK2PgcSLnr3+KiXr384WnfP3lOQo69putxLJQ9cXz772Pf8QLv7G85blmRrA4XwJ1Ypf9xXNM5FBut+BSLJ5qw05rTQnBuExkLTEviKrWvzysOv4OrYz44jD2uvqOZ+m8bEqGz618Hj1qYTAlbh0mgvPY11uS3Lrd+tjNMu0ZoLoIqKjp7rXl8e/rSn4Vf1KqvzZ32qt7YCkWaGDESFQmW79fVfeGkgUbYlb7EG9QiuBtT5SlAiRM5ISVRxAlXJQXeE162/l217+bch2i38d10irWTQWXRnOjCP6Xp9FvUCoFms6Zy0tTC0ElKSOh2eHnOWQfaWZBGOsGxHYgv1SUlvNucE5drIddDknMi0bTsMThzF+cNQBSZuyxpyVI/jA7Ar/bOs0UTMlqA+JREGuGtADtPUxLkgEApfSCMZiTuLJW5Q0tTLUVZ8w2OHtElAZV8sa11e4QmDqCBW2RFZhnRXLekk86BObgACfMlpnQ87I7AAnyCnaiEUco9Y2iCgxoqIVklXgoYQlyy4hlMa1BouHLg0rJLlw6bsxwvgsPQfPTKm1JAzm3f/Sd9HCEtIQUtM4GjX0cZSL8hTGRISiZt2fIeUCczagTQcIAmQ9xXcMbwm6wb6hnePRUtcCRE7sr2FEi+N6VG1Nvx+wFAqZm1sRSUOMa5cIXWOVZFMqCkL82KUNBvjWJ9UzTJpSqpKm9KlmK9aSNWb5EaKY4zgSZzIBo2mWC8J4QOp5RHlOXFnKfojWDRdvPMw9epPX23NkyxevVdaLKW5/wNrGOcxxjXhaTvF+/JdY/fK7kMdA8rt1bX0+RiSfM5D8/M//PN/93d/NZDLh4OCANE1573vfy2tf+9rf9b3W2s/cBvqZzPEpG4MUgso6z+nK0kigaY5BwxqsVBRVg75F996lwmLV8tJXvJpv+qZv4uu+4U9z9uQWAnFcMH92xsFYwIISFi1ctO3SOc+9YmENSjloqzpwcHy0sUjbYqWDFRIbr4N0WCwXaGNZrZZdHcF9DpDUKQs1IqQrRvuu7BQKmxyPmv/j15549rVVCuX8ectSth1l9tF8DnXKvyqvck12V1rMbvKhA+cYSLo25Kxqu9P3qj5m/nUoihy3nj8PMO7YSDhsOzbbT6fl/+VHdvnS8Q7S7+EpSc8eP/9cwGkrCnxK60Fbssw7ICmrFm480FGJHAPeozcXfE/7jfyx/3TAx692J86j8ohKV2T1isYb4huounnkri6zmlLUDa6t8coDlLZUNsUaByFKhCjY9F388gDqlKxeMfD79AIH2gTt1lTCZVFUmKrl9DhiI9pgP9/HUmKNSz9wjttNWwJbsVQOruhzVsw4dFs2onWslxDYnL3SASE41z/H1eVVmrL7HWfdFZ9cjPHCfVTPA13gyTkrLLt5xtNBQK+d45eHBJRYB4QJMNanlDWuDDCNR4kgqGYk7jGQtBWNgvnN1/DWM+/ibW6JUAXXKoMMFEOT4MYVokkJjGKprzHwB6jYJWoDAuuz4445IY9YNCEOGU5m2d8a44fb9EWF9mZkXkgWdO3RafoYrTIIDUgPz0ApLJlw6CkBOsD2F5jqEF2PCf3OkdrAxUhDZCtiKtzgJFUwQwmJcsC0IX1Z8Zrxp2hlhd5o0OUQIWLq1R5SCWKbI4sZYzvjlErRbolywfFHSNH5k6KtiEOf1OncmZp0Lbe1ifBMR6xphcIJNJUICRKXJlwnEH2Osv3OMStBi0s1z9hY22ZezfEPD5Geh7u+gWhadJYRD9bIpCSYL0hyw+HpMZnSrJcufn/IZriJWxt2s91uDaxl+u//PQDNck4wGLOxeRty1aV16+khza+9B1OWXUSiXJrys8+R6OOI5PMJSP6bU1vvec97WK1WfPjDH+ajH/0or371qwFelKsrSRL29vY+52HHh67PabQlq65xrpVdx0+1gqc+xE5yO9tnBTz1cTJ3xKWyh4zHyOphmORUNx7EH27zUHaGAWs8trNEpw9QxycRq5tErgTdTYvvzAs+ubNk4rUMzRy/TXlK3UbZGMZyi088eYBuP8ngvOTJK9d4ibwOg1N8sqm4O/sYn3QgEI8x2DgN0iVdLdjqhyzTlFF7DCTK7eYI6pSlDhg5IVQpvqP42OUD/gddk65mzNuDZxegLZ89xR9b2VpOOQsO5ysIVhzYmkOlON/WFNMd/s3lnNe9eXyrkyutWs5OYvaW5XFqS8Gyu9mfCwT3bPf5BR11U/ifJl/7Mx+7wT8YPAl+N7A6potkdLXk155+N+88907aMsWiKPChXLEqGtYdh6xsYOdjHSdWus9hWvGjn1jwnc6PcOFN/xPf+lMP8a6//oXcTDud8azJqLwRXioogch0xfblY79Kbu8hEA1BdYBPQmmXqNZByhphCzYchV/sAxbdzhgGWx31izW8TnqUjmGRpZxsak6NQmbmBJ84+ASNrbDWYWMQgBZMdYtra1IpkDbhjJhz5EhO9NZ5chXjm4L91kEgON07zZXlFWiOi7ruiv+YnuZ0uIuMLQKNo2YsreWwqrni1rRAWBxgyQmDEetJHzuDQue4MuAot6TCZbOc4fkOVakgP8IqCIp1XhP9OungMsqU3KxizvckIR6O3+mzhNrj6fQR7l2/Axm7RE1A6PhccQfcKac8UJ3Fbw0i19y8LcL1tvFFifRmpK5P5cOyHnIme5xaWkwD1vWJrEWIitT6hEKjCDHRLq7JWeoxLwk6R9iGDkIJYlFiKHGCu2hUBiJCCY1sIhxh2HJXpF7NSh3RVDEEY8z0CcQFSc8sMEIyMnPetPEhPAbY6f+IDTWBdUmblLItcJVzC/ictS4dW1UCn9XxrJfCdWtKGRLELrUMCHTIYbpHm64QUuENEpY7c85uvZRfCHJum61AKYJJR9Nvy5LesRKmOTigV1mub8esP1YxSgVqe4yKYzzr8tMf/2m+4fAE/l13cfDP/jnjP/tn0csV/nDCdv8k13TLYXHIm35nzuhPfSPLn/8FZODjOi510e3H5bveTf9L3vkCf/jMzIopP3+A5HOOSL7iK76C7/3e72U6nfKLv/iLfPmXfznf8R3fwWtf+9pbIPKZLEkStra22Nzc/Jz+fvDDR1Ruwrs++iibasHm5ibD+mnGv/23uPyJn+te9+APcOlDP484eoJf/eRNNp/4D2xOP8jue/8dm5/6d/zoQwui4YTfvFoz/ug/Ibz+HuoP/19sPvD9t77ncu7wT967x28/fJEHHnyABz/yHh7eSfkHv3WdmTvj33zkCPM7/zsn1kf8wgcfZvPXvo1Ns8cvPDZn8vF/zs8/mfMz8/PorZeB8kizjFedHZGmx5xMXtSBYJNDlTLTHlm4DYtreEry2LUuerixvEzBc4CkKV5QkC5by0m/4GiR0pYLjnTBYRBBMUXle3xo3+Eob25FcFnVcttaxGFakR+TBXr5PlY6zwOM8xsJNaprDHgOwCzyhlXVcJvY6XrkgZFYglDszi7z7T92pfue1QJhPSrrQzFl1WjWQ5fDecXiqQ/eUpD81h/5GO+5WvF2+XFuD1fcf3LIbz95wM30Jqd7p8majNIb4hhBgUVae1xsb6iLLqKJ6ymJd4JCH2FaiaDBypp1B/plB0hevcc46A4KCs3d3oDM8ViUDa5pCFzFVrzFzewmxTFj8UbPByRTXeHSsBIgTMwpseRAKU4kG/huiECTtgqE5Gz/LBfnF/FNhhUO217Gtlpi1Qrl1Vir8MURC62ZV5o7vSH7doiql1SiYNhbQ1gPgyAv5/gywrcOSxUQ1BmJJymtguwQJS3DapMwzymSq5z2B+w1EuEJXD+kjiqwltB4XF49wZneGWTscphJ3n9Y8++fbhiIJXXp49cOpTDsuRLlbhOLCuXMSR2PxoWni5Ok6WOsgLYVoHxCajzZsjQBETWe7JHqnMgVPFWN2Q67e66KPSKp8NDElMhoTEPNzcaw2bQ4pYcREGiX3PO4fvg4deDSOAlqZsBTxM2MNNgmJuMrNz9KMryNOHgVNjxDzx0wLacUuqvDNWHXWeiMurmMnYsLNuLrx3xoikAsqZwOSBrh4zUxh8sDUlPQ8/tE632aZc4bb3s9n9yoGaTd/R8kybG+SIO7tk0vSWh2dxhUcHnNRaUFvWWLMxkj4xhpJU8cPMb+P/zfSH/91zFpim0a7GpFMtwgdEIslh9537/gDU9KRn/yT2KqChGEOMqjqQqqixe58Tf+Bnr1/H0P3QyJGg4/ryKSzxlIXvva1/Jd3/VdfPd3fzff9E3fdOvxv//3//7v5XXdMmsts6zmlWdGPN1MOlZOYDl9kut2THOM3sZarq4sL9vyaYuuJdSu9nhKnIV8RuJ3dBh1azruJluRkTyPjbdqDEJAJCpKmTCVE26PS1pT82Of+vFOP9sWCL/HQhxThoxvw6YHkKwTeYpfeSrl4mEGjkeeF7zy7IiiyLoBO/cZICmgTjlqPKroJMyvgYDTSbcBl+3T2PY5abC2fH5nFFBpOBW1HKxypvk+FjhwA8iPkHVKqSI+cOmo+746I6ta1ns+ea1vaZEE1SF2ePZ5gHFqFCKsRbsx1BnWWr7tRz/G7qLg9CjqQOdYN37MApINrh9eJs+6zZunCwQuNT4mm7IyhnXP4dLunNVycauW9fTuAefdKU48gmrFN77hLP/hA1e4kd7gjuEdZE1G4QxwjKQQoFqD70jKRtNWGYX1SNo5oVonb/ex2kWImqUSPFFVJHUHyhv1U0zCDkgcLOecEUsBh2VM4nRpza1oi71sj6ItsFaw0fMRCBZtjsCyMg3okE2RcSh9Tg3XCJ2gq51hsHQKjO96+l30pcFGp9hwVtypdpBCINocbdcJxZTagtAerw62OKSPLOdcD7YZ9zZotcIIyMopgyBmI/RZxutETUHsNNRGYbMDAmUZVBssTUCZXOfueJPD1sF4cLQ54Qe23ghY/MbFWM3Z/lmEJ0kbl1Mq4qteeppAlTRFiF8JHrjjXrLaYtU6sagIvRVL5aIdw/X8BGV5g5X2aKSlVT59VeOKllI4RFS4To+sLZF+RJ+CM64Fx+FiYugJHykEoS2R4YjGljy9nNOzFbLxaQ0McKk8l0V2nfH2SSoZIZaaNpD4OiP11vFoCfI18BPigY9SEzYHp5mWUypTUaYF9AaIwRDheVhjObqRshYfQrkE5RCIJbUT4YcOjXVxm4C0Tll6hoE/INkc4DuawPO5LRsgj64hXBc/DNG+T1gaGGwwWlujevJJxjLgUBZoDL1ZhdrY6ATFlI/61OPo2Yz8Yx9H9vvo1QrTNPSTbmak9SRb/+aXOPNXvx0Zx9imOY5IPJoyZ/ZjP47s92l2XqjrY9IUNRn/4WT752L7q4r1yCP8tWtcr6NbxeNi9jRX2MCUBeiW2giG/QGRqGmrFNwIs9rlsjoH5fxWcbluTac2aGtWInretHzZdDxFoS0pVcyRGNI3c5RTsbeoOr4koUG5LOjxF+r/BUa3ofJ9VG+L6Lhtd3/ZiR0VZcGrzo4oi2Nqdjfq/o4jkmnj0vZOwaJrHX396W4uJB7exLTPYf9tyxdGJBpO9iS711qmO4KeCjh0HEgPMNby+vNrvP/i0a06SVpp4gd/COjo1O/IHyAudhDj888DEt9RDETGke1BnfLY7opffHiHa7Occex11+F1EcmYJcTrHMyvY3VEWlWkqw5INB7F4RGFgInnkE33eMyc7vLVymNsF5w2N9HxJlRLXnZ6yFFW89jeAXeO7yRtC3I1QFpJKUFZblGkmKbgul2nr+c4VtFKS9sKUqP586vX8N6iIW6mEK0z0Tusx0MabXClJpEDlsKw35xkoLoamqtctNXkxxokWz0Hg0NarxDAqlmhtc9A5NjdP8oo9Im8AItlKEswPbaTbbI6ZygNJjzNGT/jre4j3ZxluaS1fWIxQ2NY0xHnnT6HDJBtjpaC9WQTrRWNbMnLOXdvrDN0FHm8hqdbcvuTlEaxWF7HFRKHkCtyHR3v8tLeKWati1aW1rb8St1pCinj4UiHM/0zCCFodci6DfmS82sIZZGlg1e1nH35Gm3rMm89em7NuJezUBKrWmZlH9cZkFpDKzSt8khkiiMMlZC4tkR5MdYacjfiy4MjzrmGdjLmF/xDRnYbhUChccIhdZ0SFrvcVBW5G9EYGElJ47sIveK+l7yKkm4ftH4nib1QE7RUJHqACBOSoY9qQ+4+ezfTYorBsJwv6fUGmG/7ewAc3cwYb8fIaASrXazrEMiUxo0RUoCUONrFj30+cG6DfJrjr0UETucP7i/PIqeH4DgEQUAbRYxSqIdD+mtrNNeuM/T7FLpgdzsgmhW4m5vIOMK6Pnc9fIAIQ+pLl4he/Wr0fI7G3JKBMEnEnc2Y0Vf+0S7VbwzCD3Bcn3a1IPvgB+l/5VfSvhiQZBnOePIHO7X1+21P7K04s2ppn5wjlUOz7ICkXl7nKlvIuoQmo1YhThATUGGrLiIxqz1uumehWpL4LmmladsapINjalLCW11bT82e4pGDJ25FHZUKObI9+u0Rnr9kd6aO+ZK6+s6MHh+zd0K8RlAd4Qy2CN0u6jlIK3ACiqritkmM0FUXkdxKbZVgWmYlyP4WpF0a69UnuoGz3D9CyIobs2PwaMruVPUcK7Xk5MDjMDPkS8k9yWkOBbC4TqV6fMEdazhPvhuwkO6TVS3J1d+iHzhMs5oz2ScZ6YNjIHl+LWQsU66WAdQZv/zwDo4UXJ8VTBK/q+84HTnehCUmWme16k7/Tx0eskqXKDwsLkeXZ6AkkaMos5Qn6xHGWjSSNXnIHzkBe2ZwCyS/6uUnePiK4I7hHeRtQSp7CONQCHBa082utBbahh07pm9SVKtxk1MU+oCVNvzt0SPc5Uh8k0P/BBrDuF6Rli2JbKiEh/AiDquT9MWzg5QDb8Betoe1sBEJjAyZll1HXVqnNI1LQsGXLV5D7DlEro+2sCYXCD3CkQ5vOfUOhkpzOZ2w6a74Mu/juNKlXV7nZjMksCWe0ozahE0TMlUxWe88w2bKJNkicSVHoiEv50RuhGoNTRgjhUW0K7R1OVhdw8Wh8eF31t6MFpo7/DWWrU9TGRoq7lNXWTWChoD1cJ0zvU4yNyru44tn7+ATv3ON2nUZVAalDXeeyhAmZF4JPM/ieEsWUoJskGoDrc4jw5xGaGrpE4slsRU0rkWZEuVHgGEmPd7k5WyJmivv+FLeotYZBQ1SSJQ1OF6fpl7hm4JKlTwwSKhEwEDXtL5L4rVsbp+l9RJwFI1nsUJxyJDWlYy3h4iwRzz0SOcV42DM7nwfKQW+7zMaDlkObgPg+mNTTt41usUmIVwXKQyt381eCSlwtccdL7nAoFwwDIZ88KEPMtnu9veZ9gSZ06IV+L5PHUcMcqjimDiOUaMR/WRMLWqePHPMoD1ZQ0YRjevyyk9VOC+9F2d7CzUe0U5naOwt9u77vvRP8ZLv+ycsfuqnuhvQWmQY4Do+/hPXKF7zat775JPUN26+wCeaLEWNx3+wU1u/3/box3Y4H/nIyGGjJ/mFne70ble73FCbeMfaGbUIcYMI2RZ4tuymndN9Vt4G6IbkOCIRdY71YhxTsTTPAsl7rv4aj+0/SeQpQtN93sxEDKo93OCQw0XQUYEfA0ltFStiLDC2M0SySehJskpzsCyZNQ5t03EpRbKl0fo5EUmXTlsUDV7c74DPWG4fCCxQyRLPX/L+y8enkfaFNZLKOpwc+EwbQ1nCSwbnOUDD/AqpO2YUebxMXqSsakj3yMqaWM9ZCwX7q4qkWTI2s06/5NPafNdkysWVC3XGr35qn7fevcGNecFa4j3vdROxoA7GXSoRuHQ0Jc8yFD4ayexKhpCC0JWUZYmJN2gMaGPpmWuM1hc8nkW3fttmP2CWN5wfnCfVZTc5b30qAUrbLiIxDp6tqIQP1mDqgqB3B7m9iraW037GWNju/xr0yUXA8OJvkFYtfVlRGEkYjyn0kNg++7u3k20uzi8ihKXvaFoRsqwPMUiyeknTOnja8MpwDRpN7AbkwmFLTW81a3zX67+PWNTslBvI5hBjBbETk8+vUJkECfiqwmsShq3iwO2zO3oZk2bJWnKSC2OPx7Hk1fIWkNRhSOsKwsoilGQ/vYGDi0kcLtqWtEoYqRW5DrCZRIuavzh8gP3KxSiPf/1F/5rkOIJcCIdtHVHXR9QqYtBohHWo6ycQNmRe1CgBXjFjJkGKhrfefR8fvj4mClc0oqVRHpFYEGqHQd/giZJXXjiJZwV7wnIuaknaJbcFd/H2+DRDf4WRIa7QuG5CU69wpMHxGx6/2SKCPuuqRfsKRxp6oyFqNER4PrXSCCx7TZ82aEmaEryEeOiTzStGwYid6T7SEYRhyGRjzPKwOxzceHzGqbtHXffhagfcY2bgoAMSL3LxW4E2Fb7TcPfZu3njO97B/u7TAIiippz0ePhMByRp2LWFF9YSRRHOxga9ZIx1LZ88HmJXgwEyjqlclyx2mckC/8LtqMGAdm+X0uMWkJz4K9+Kd/oMO9/zvR1zsLUIP8D1AuqjJY+HIWJjnfza1Rf4xC4iGXeKip8n9nkPJE8eZLzs7ecQriJXu/zQrGuvVPkhN9UJQgraMqUQIV7Q1TzCZ4BE1zheAFgST5BWLartSP7UMZBoY/hrP/5xPnXlt8iWe7eApJEhC+3Tr26ggj1WWUTiaOyxYqCUgtYKiloztjNINo9pyDX7q4q99grKVEgp6DuaStOBiBMcK+IJ5kVDmIxoyhSZNbTXSq75MafdhCDM+Ni14wHD5oU1ktI6nByGTFtoasVdwzs5MhW//tSCpRoT+w7ne4ZZBaR7pGVFTMmar5lmNf7RJiO7gvGnAYkxrKmcSyvFbD5jvedzdhyxv6q61NZzbGSXHDgRA+EAlivTOWWR4+JjJCzmDa4rWSQ/QdM2bG6fodaWG1KwZhcc2Sl7ZoA9BpJh6NK2HgN/QK4rSuMCHkYIpLbdQCIOLi3K9ahwePzGR/hP1z/Ipfp6N//jwgkycut3nWdAvPcplmXDQBaUWjLqb1HhEplnwflEfIKnFk8hhMWjphEeGIOWLmUxpUgFUrscNJLqoCB2AzIc1sQhRnc1o7xuiSmZ1xuI6pBMJvScgGp1k9Ik1CKipw6wTUjYVOxLxSWz4kSrUY7P3eOQp6wgr5dEToRqWyrfx/qCXhUjHcnNYgfHJriDmBvlJ5lWQ1x7jVaHiMwDGl4/WnHU+twUm5yIz9z6jTNrWEs8Gr1PJfqcrVuQI6riCko4LIqOnNTLp0wFCDRvvetuPnJ9yKi3pLVdRBKwIGhdMkfiUPDaO09xT1BRuvtsewUKw7rqk8QRfS8jdHo4IkCpmKZJGb79C3HjmtVCEvbHDE1KrzdEik5Qzl8bg+vTqq7dfrqMaUKDXNwELyYedEAyDsbsLvdwVJd+2jyxxuqowGjDfL9gtBV17ebLm7da703cgWo4ivEqTVGsSGPF0B+ycfoUqmnJsgyxXDAIJ7zvTI7v+9yIMrSEvCyPgWSd/mCD1m3ZX3c7xYrREBlF1K7LtTMTDrJ9vDNnUIMhzd4+WfAskABUjz8GTYNZLjsJ78DHdQMabXjDW96Cf+oU1bXrL/CJ+pkaSVW/4Ln/p+zzHkgG5wbcfXYEvmDePs1h1UcbjV8s2ZcnSUTB4XxJgY8XxtAURFRo6WGEInQdUC4T2RWcZZshvASpS+bEzFuHdz+yw1PZDqnu9DlCvaSWHivtMCpvgLdDXfUYqor2mMb9GSWzvVXFpphDsoGrJI4U3JznBFGG0t2JIVYtzTNA4oYdKMhu48a9IWWZ4yMwac2T/Ql3OX2SqOSxneOUk2lfBEhckjihNWAbn+3+aao25heuKGZyROgp1pyCtBW3IpJEFKy7FdO8ZtVY1ph3xHLPBRJdseXXvP9azfs/dYUvu2+LUexxuKqYBOJWWgvAEZqLdclQ+AzilhvzjLoqcPGwSrCgohcqWv9RjDZsbZ+iNIqPuZJtWXC1nFIFa9THA4nCyVGmzyeulqzaisIorHUREkRrCRxJaR0cYbs0ED3OW8UrbvsaHq1qAmkolMNpFqxs1AlTWZCzy6zKlqHIKRrD5vgMFS6qLvmd//wk2QN7fPm7X8ZffO+X4CFxdE0tXPoyJjVDNj41IbuZoZyWhbbU+zm+41MIh4mYsr13nmY36yjkKdF2hGkzVsT0lUeZ7lPaHhV9+vYatQ4Q2RFzx+eT9dMkugTlcc8w4XLrc/T+TSI3QrSG3C7IHUlQlDiOw9X6ANcOGKyNSM1Vps0GmktY66ByD5eGyhtz0i/4mfIVvPX7f+sWd9vSGAaJR6v3yfWIU80K623QWIsjJYu8QUmFqjNS22KwjMIBb7v3vDDyrAAAo+ZJREFUHpIwp6GmcgNCmRK0Dqk0SDJwI066NZvDBeXRk7S4oC1C9UmMJfQSfBnhOD20Tgk2J3hhg1sH9PpDxOwqOUsEXV0w2J5gHRdHhgjTYCrDSg0Q08vgxTieQjeGSTDhRnqDxItJkoTN7XWEFPzHv/dhbn/VRld7OI5I7DGQCL/7jnAcExYNebkijQR9v48MQ3quy+XLl3Fmc05mDp8aZkhHcimeopKEPM+Jogh3Y4P+cIN9s08ijrsCBwNkFLFz4gRX77+bA5khewlqOKDZ32Plmmd1fYDykx19UTOddjx+xxGJ1Bq/38c7ceLFi+1ZjjOZ/GFq63Ox7/yKexjHHrt6nzdu3kZQTriyvILVNZU7IRI5O7OM1AaEUQckQ6em1oban+B7DiiPNeZkVYtqc4QfI9qKlUjItaI1msBaWiNJfIegXdIIj0JLknIHqxbYNqYncozbnWjs8ZjizqJgXSygt4UUMI49dhY5tXCJ6Bx0rFq0paM4caNuSNBLWOQ1SX9IWVZ4FnTW8kQQcaeMGESS69NjbjHpPJ9l11pKq3jP01mn9NgEbPTP0DYbXQH8KGK0k9MjI2/ogKTqTstrKmORNzyhBYnIuxPbc2skbckdUc5LL5zkDacDvvoVJxlGLtOsZs1rbnVs/fuHfogKeLLOGaDYHMLuskQ3JT4eKIeFKuhFAlctsBY219dZGo8Pei6nnJIrzRLZ26LOOiApzCHS9vh3v3ODVVuRG+dZVuDW4FNT4qMw9FzDIX36ZUp/dD9PlwmeEuRCsWHmLIgw0YTQGmhK0rJhyIqqNWyNTyMcgTCWxUFOcyNl/hbFg8FjRCgcU1PhMiaitj2+bPccYbgCLyAz0BwW+Monlw4DOUemferrKXmtCSlwCdHWsrQxQ+nywb2HaGzIwvok4iapDpD5ATqeMH1GMVF53Nvrcd24NNOQ2IkRRiLrp5kKhVumSBd2SPHskP6wDyZkYU+ScwkF2FUntrWSfTbEnP95+2Fu30ieVdyUAifxsPKQSmwwNgfYcIO53MKXLQerCuFFCGuxtqaykHgJX/val3HbpKYVGU0vJiQnMoKlbVAyAzekrzTX5BaOeoDWnWBb23V6VQJUjJURSiW0OsPzHdygYUBEnAwQy5tUjsVRXUdTcnIDI11cp48AQpVx6J7uxOqO03RSCfrugJ3yJoOkx9d93dcxmUz44//Lq/iGv/t6XvdHz3e/+ZkaidcdAOVx63qQeIRGkucLVqFg6A+RSUJYlVy6dIl4PoPZnFcUG7zr6ruYhxoniG4ByeBP/AlGr3sTpSmJTQJKIZMEGUUshwPCtdvZi1toWtRgyM7hIalsceRzaI4efRTv9gtcv3SZlbVIR+F6AUIbgn6fcGMDc5yBea6ZNEWN/jC19V9lTxWX+aLTbyRsQx49eIjWWqTfJyJnd1GQGp8w7kNTMHBq6qqmDNYJPBekw8hMSSuN0xYdN1dTUjQxjZUY4G4RILQiDgSRLWit7EYwrEZKgVLgMMce38jGwnrPZ3dWsm5nkGxg4bhzq6a0Hj2RUrUaX+hb9Ba4YUfq6Ced40mGVFWJZywmb3ncVdyNT+ImCNmyyF9EzKutyK3kJw8/wgBLqRPW+mfw23OcEXMetz36F5eEJiVvNKT75MdAsi6WrKqGXPuA6AYW2+ecbNqau6IVj08NY6ebsxiGHouyZeJUtzbyzb0HOSDkF9KbRNZyauxwuGoxTYUvXKTrsfTmxBF4TokWcGJzwkwb0DEn1IqrbYo33KZu5hwc/Cqz5gZGh1ybFrRaU+iOrl+I44jElqQ2xhMtiWo5tH2MUETBiCurk7hel+5aEzPmJib3R8QWSDZZzY8Y2iV10+KFA77jnfdhcCmXGe2iYry+zsxZkgiFshWV9ZhYH2H6PObcYOKsaFWf3FjaaYWvfAqhSERKVju0hwVZ3XYFdRtSOgNy6/Hntt7EK+WYxgbsWo81uWBqfZzyiP7kNpL4Ld26K5eBDDAWmiwgQoDwGbLH7Ji2RbiGQ9ngMSLueeh6TOWfpRZ7eGiackRPFMx0RCMznFBwchRyfVZQNhrXkcjYRXkzbHyaUFyFZJ1rTUjiZB3PXJBg4nUUHZC70iXy+3gyo8YhN4pIVMTWsmgLHNWCGxKrlqvO64jbQyonxhoobE2TJRgZgopwnBhjUtxA4fs1Lx1tdHvRjdFyiOd1g4TJ2Y2OUdsddzXIO3+bI+dCt07HgBANfOQiYK4O6YUJjvMZZqvDccfvdvw+FRwDSeyShBHpbJ/UNwy8Ac5oRHjqFNP3vZ8oy2h3d3lLczv/6CP/iJ5/GhEE5HlOGIaE996Lt7VF4ia4pY/q9xFCdK28xrAeTJhHYMoCNRxytFpSus+/tPLxx4lf/wZu7txESwlS4bg+Shv8Xo+k18NAp5z4HDNZhvOHqa3P3Q6LQxpXs+H08I3H5ZsfZq58rsxaPBp2lhVL4xHHCTQ5fVlT1wWlv0bouyAkAz0lq1rcNmOlfbKq5S9m6yghsVZyrnJwjUOkpoSiodFdxDEXFo+YJKxoTI4bdWFsoy0nBgGHV+dsVCsIhthjASZjNLkJGDkZH316hqskje2mbnGjDki8GGMtwu9RVRW+AZNbLgvNOSNI3D79pOADlw75lqOv5V8u3/islnOTs5KWR+2DjIWl1hGh30OWJ7hXHvIJ20e1Fq9NqWvNcvok2mhkOGDNHpGXLY2V5ISwuPZ8ZUldMfEN08J2TQDAKHLJqxbT7sJxasCudhHeBl8UvwTf1Jxfj5hlHf+ZrxxcLyDTLUqleLKmEpLYVSwoWatHrNk5uW1IRhtMoxUffezv8SOP/VsC2SOvNdoYMu1QCUmgQGqDbzKm9ZjICCJZcyR64MWEbsROtonrCyojGYkFR7bPXIb0rILJedLZHn1ZoOscvJi/+AXnj4GkQC8qtrZP3QISqStKHCZaYm1EpWtOqiW1HJIZi56XeMojF4q+VexLQ3tUdKktk5OomIUzptKCs1Kx3YCUkpE+zRsGdzGzLla3fPHtb8H33wJAm1lUI1iXLYd1QFhWGCdgYlvSdnh877RYZfHNADdykdVZ1ga3gREksuCGDYlFycduFix6BnpzTo1Crs/yLqIcBgT3TJDuCmftAlIUHORHpL91ksDOuHKUoYIeJBs4oiE3Dp987w2EECihKbXHPNeEoiZBU5oaR0JtA5SwuPIulDGk4hpYw5H7EZbXXkNjAqzTRSTGZLi+QrkVm6rfOfhkA9v2CcOOI2t4foudl30tSXCeVgZ86PE/xg319m4NjgEhHvo8/fEpvghuqYa+qEUj0HUHWIA8BpIwcen1h2SrKStX32rL3fjmb+YlH/8Y+AEoxUu9syRewrp7ARkENE2D5z2b3k28hMT2cS4cA10QIIwhkhJHeSyXh6jhgGld0rjq1vtMWYIxuCdOsHN0RCslwlE40kFpgwoC4jim6fVoD54znMyz4PSHqa3P0R6fPk7S62OLFtG6fOzJ3+CmiShbA0Kzu2pYaJck6SKSRNY0ZU7mTgg8DxD02ilp1eKanA/dqHjf6nYGNkIdZ042U4EkJLLXCWTLsmhwlOBQQCAHDGLN9tDl1GanddC0hq1BwNGsRFk6ygJrUUIQOA2zdszAyfjNx/YRgMCS193pjXSfB+uTx/MmHqUGT1vq0hIoD6fJ6bl9onDO3/zJh3h7+ASP622+6/9+CGstps4ogdpYhtaQ2u6oUxYDTssDnqoTVGMQ5RIlaqbLG9SmhtE57hDXWeQVLS1L+tjZlecvdluDE7A1CNg9ntUcRC6NafjrH/tHt6baRXZA6Y15tX8Gpy04M+pTVCB0S6QcXD+iai2WOb6qyXGgzqldS2AnhJSMrcTrK54etIh6lx/50v8vEoeXbPcQFtJaUkpDpLqIxG8zFlYxtBbPphzSQ/g9mtojAlrXUhtBX0zZsRNmFhIrYHyB5eyIvqwRx0JYABpFU7bYShMnPXK/oSecDkiMy3oLEFPbhlPeikqOKQzYZY2nPAoliduIhaNpDwvyWuPbklCFHIkhBotTLzBljhcqCj0k0VNWVtPgMAw9juhjEei5xlaaTVr2lUYeFaSOYfXkW2H+RgCsW5MIi9f2kb5iUHwd50ZnUSbmTH2SRxxNJGpeejqmDBQiSDk1irgxLzhKazbGEep0D+XnRKduB+Dj+w2ZdYhdgdEG5SeIZBNHttQm5P0/1ckzu05MbQP2jwoiY+gdCwW4eCzSI6QW9OuTaDsgd1LS/qMUzkXM6m3U2gcnQqkIY0tcX4EoWB1wDCSbNEVEb7gJQDQIKM+/glU5oLJjPlXdQRV0YlXP3H/xwOOJD+0y9IaETviZnUfU8W4pL6K1EhV0qdk7X7fFS+9fo8gXrFRzqwgevvzlBFGMOXECZzzGS/r83Ff/HHHvJMmXfekLPj5xE04PThP/4+/v/IJSOG1LoA2325M8ev1jkCRUuqB1ng1JqieewL/rTtRoxH6aolXHkOAIB2ksuC5JklD2ei+sk1gQQfCHqa3P1R6fPc5oMGb/IKc0PmNd4vQ32OgHIAw3U8Os8Uh6PWhyElFhqpzUHRP4PmCImiOyqiW0JdPG5UZ1GkOIwiBlST+zWEK89jKhq5jmNY4U7Ls+iUhY68HT8+pWjaAxhkHokq/mYAJsa9CmE6cJnZKj5gQ9lXHpMAMsntBc3M9uRST/585dGCwf2vkQv45L4CqywnJnuAlNziAY0Btd4xe++dV8zeAJ/vdTv83Hr85YFA0PHzyEg8Bv7maA4So1tjGsCo9YzNmzfdpaQ50y8wtaq2l1DaOzDKodzgYZH68ho898drFb5GfErqoZOB53bQ94LO82V893aG3JXjW95YSTKmO/7fG+y3NkW7DZ66PROLbB8VzCKAFrMXaKp2py0VGxlE5LJEZIAeeMoPYzitjgxi9BtIdYCyeGIRGCi0cFqQOJY3FFhq1usLICTzSYyuHQ9hFewpVDzXmpaZShNhCLI67ZTQ7qhthIvu/SBX7+kuaV/QWyyW6daq0VeLLgmdOEDh16KISuKK3LetMiTIQ1mm21pBBjlGuwrcGXHqVSuG2CcSym0eTHGjKe47BrB139qpxjm4KgF5I1E5LmEMOKhRzSD13yBozt0y4MttJsoNkNCprpFRokxdF5yuX9WOlg3IyJFKg6QgQOg9BlGHlEZ0+jkof4UJji03DXxpKw0OAtjiOSgsO0kxmu8hbl5YzP3I6xHk7xcj517jeYeAGR04CXIHpbWNkimjXqUlPlLZ63hkEwKzo6+f4zQCL6TJePcbpS3MY9aEYY+3au3vMv8VdfwYkLE6rax7rJMYO2wfUVxjbd8J2MINmgTiP642elBF7/Ved54ukRK7NJ2lN4nt+BwnFqNRn6LI9KNnprRM8lQ/10C7u6i/ICKly8sHu/6ynGd9xBaRsKpZ8HRmf+zt/h5Df8SZz1dWScEDgBXhThff3X47rPz0+9bP1l3LlxJ3t7x/NtTYOrNUFVct67ncP5DR5f7VDaQ6T77HeUjz5KcM89mH4PoTVWShAgrOAZmtg4jsmjiObmCwvu0vf/MLX1Odnhk2RPv5cTfkuT1tQy4JXhGBNvEfsOQsBOZlhpj8DWXdeWKLHVipUzJvS9jneoOiKrOyDZLx1u1Fu4W0MwGi84Im1D7jL7bK8+Tl+WTNInUVJw4PiMCHilcwN19HTnGK4/wH32ImfLxziVfgRjR7SHRdcdY4+Lg80GocyxywqswROGJ/eW4IY8faBJyj3u5ykefehHmOqS273LNDXc1TsLdc4d9ZST6VOczR4CoxHW8Fr1FNWVj/LAIz/BK+1VXlb1eJO4xFRepHryg9xnnwbRoJTDpboBL+axoKB2+7zKPgIqgOnTvFN9lPvkkzRyzJX5xVu0LdeX1/iOX/ur6HLFG4KrTCsBusXWK6xcYcoFxuthrcXPC/Z0j7px0caylYxQKsexLcL1SZIePg2GQ7yajla+zigdQxhMaJyE12UpvRvvwZk5nJF3k6aP4yjBeuLTl4qiNTxh4a3BZc5Fv8DOwc8hEZSqoWy3OGAAXswyh4n2qWTNoNrFtTfYsWvsNQ1+43Jke/z85J9yIUwZ6kPwYnTTUZs4OkOGNdx4gPv9PgOjEMeF/s26RBAyYZcz+goFa8RRi/UVfuVSSkmia17mXSRNBNmq47jyHMn1po9jWyjm2KbCHw7JmjHj8iq3iU9xJEYMQhdR6E76dq4xlSa2kqVb0FYPg5lQxDPcs0/T2hDrrBgphawipK8YRi6jyMV1R0ycnKzYwEVTZhfp52CdFaeGITeeAZLEpy5apJvRG6/T2hGnXv0K/tqFdzCxDbHTgazsbSOVRdZdzWJ5WHRAIgS5kLgaEtvV7nw1YJU9SlQJZrs5Ro5p85dz+sofw6xew/btA4rKhWfSTxbcY72V8YmYNHPQ4QbV0ZsZjV5za9tvnR9gvYTa3SAMXQJXdiwNz6mRrJ/usRavETufJbXl97oBZC9kSUzgB7eeGpy/i9IDIcTziGRHr34VJ778y1Hra8ikAx7f95nNZkTR80HrO9/wndy2fRv7+91QblVVuFrjZxlt0uMl8QX+1oPfRSYXnBZ3dnIYu7usfuVXCO65h0MhmDQNSEltLM8owtmyJEkSlr5Ps/PsUKI1pgMc37+l2V48+CBHP/Rv/8v86X8n+/wXtnr8l7jv0gc4U3+MT4U/hBYut8uQmb9Fr3Ko0m7QsO+t4F3/r1tzJLLKmatx17UlHfzygFRqAgouZRGpnhDcu8byfYJxkBKUKX/L/gTlPKevEv4l38df4AfYV4rXFPv8ifmHeKTchhuKJj3iG+Q+W0cBRV0wF29msJ9Tt52eSeisuLGIeH2v5c9db+GUxVVwcWfGYhkTp5f5tt4v80jWZ/DEk5ypPO7TP0Bmv467RnfCkx/kqx/+Pja8AB74Ycj2oV7xzvoX8T72QU7v/Q5/Wt4gahLukgW5lWQfeJg/JWY8HpxiUJY83tS8bbLBxzngjuGX8SWX3w9HBhZXeWtr6MkR19wv4kr6f/PyY4LGbO9h/ta1J9hLlrxK/CR18wG4/F6yn/y7rKu38X/uT5nf7uA2KcPWUo03cK/ehfZ/mrU4RrpLwrJGBj79wRBfXAS9x2s/McMKaMsF1vOxDHm6/1ZevvsjOA//JtpKkpvvYX9tG3g5g9ClLyULIdi3+3zL8vtJhY+4lODxVSilKd2KabWJefmfJasssfE4moRsHl7hmhyzL8bs1bucMZY/cvdp3F9+FHpbXJX3c1+8wWpaoqVPT+aE1U/Dr36Kb9i7xH/gJQhdkRuXQZWS6bfQV7+I9EccFeeIwwYdOvgrxWN+H9fU/J3m35CrMen8VVi60+7lMuF2UXf0/7pGDdYpbcNBcBsvU4/yO85b+abQxSta0t7XoBc+jtQExiV1V7TFnIoBde86W+dmfGzv67F8gIHrIssQGSg2ej6b/QC5GrGlrlGWCU5kqNOrrNkejowY+AUHacVhWrOWeFR5g5AtjhOwt/VN3P1lr+al9SkufuTfErku3PFFyHiD6LpFLTdJRj7LwxJ3OEEIQ+0oqBRJ0Hk83xlRlI8Q1orlYUnuvZO8PM2pdsV1z2W0FXGtuZvN8XEUaASO16mNjk/EHOo7sWub9I/O4vsbz9v6d33F2yifXie57HTqoa//Foi71PLmuT6v+pKzPFaNPntEIgSEYxzP55+2X80f9549O7tBiPYdXPXibrCLSLrP/kxAArCxscGDDz4IPAsk7mLBKk64oCZc0CO+8PKKK6/vcfRLv8TyX/1rZn/0K+nfcQd7H/wgk2M237qpMbrj+zN5TvmJh8jj6Hk0KSbPkXGM8H3MMddWfeMG9YsMLv5+2ud9RFK9/pv5Z+fuQSiXOm0Q0uE1wSbnJq+kHzoU0iMiI6Cb4MY0BFSoesFMjgldBULhlNNbqa3M+OxbB3czQlvBmWBFi+Qn7Fv58X6MPf8WPmLuZt3OuGfvqzjRllw//wV8J38WXvctXH7TP+ZfDP5nfubs3+FfNt/Gnvd2mr2cqjVoA5EzY1rFBLIioQHl4inBU4/c4HqjyFEU5/8Y3y2/jX9+9l5+wnsnD7lfAEy5Y3IfVCnzjdfw9zdvh7d/F5x4Jdzxxfzsxrfws3f9eX5o/Y/wT+Wf4efO/V2u2z/Pz8pv4P8j/yq/En47vzg+zZaz4rG2YRH0qQR8fPyn+LvOVzM1fxP6J3iv83pW9lvYCl7BlWbZnfLqlGpxhYvDE/ztjTXcr/lBfrH9Ag4f+Q2uFJpteUjfWg5kJ8YTG4nye7TGx1hL4ju4Xk5EjQoDksGYmJKB2SWsW6wwzFc38MMxCxuxv/UWCvfNvP+OiJ9PYpyyJE0fQxtL7DsMhSBwHY70grJ/F0/1Xgp1hi+6duqb/Ys0QrH3yKtY5g0BhvLE7fzo+Ov5Vf/1GOFws6wJjOa2rVE3CHrbF/J/RP8jWvksjwq08hnIAmGP4M3fweXRG1mzM2gLSuvgNi0Lczv/TP9lPvWa/5VUT0iCktZ3cJewVOtcUl/DA6M3sOCIfJGirYOMHXb1gESUUMzBaJz+BCUMv7H+5/iH7V/ml+tXMghd/EpTX/h69MJgKo2nXTKhaZMJVSMwg4xBOOSS/SKkhZf2TiCrEBzJP/66l3PnZg/XHTJ0O+p2KS0+ISoYkXinyfMnkAL2lyVriU+Vtx3XFLD5rf9vvDiA4VlG9Q6xk2POvRHCEX1lUdkGp+4asTwqkHaEEIZCKGzlkhzvz9AfU5vHUGWIFzpU7tuhiHDcI+pa4EcueXwn1XrHDG60j3RyhBBMTiTsLNbZsS9nciJ5wd4f3Hk3m1/8tfQDB9+R8MpvBKejEYqHPhdeucE4GHcqjZ/NogmOF/Gj+h0dID3HikDSd1743QBrf+WvEB/rLH02IBmPx8yO23SrqsID3N09Ct/DliV3Tu8kqVtUFDH74IfY/Nt/m0d9nx/9sR/j8t4e46MpQgjqpsE2BrDMf+Inuf6t30qRxOxd/OSt7zJpiorjjpiyro8fy7DFC+sl1aVLn31dfg/t8x5ILs4vcmFwAYRAly1KKWS5pJYRw9Alx+Oke4Av2m4+w1p8k+O0KQsbE7gSDSzzslMENDmhDjm0BtXzMMAdKgVr2GfMESV+2OPADtgwM7ay82y0Of5wi7xREI3ZX5UMoy5X2lrLUgra/Zyq1bTGMvKPqPAIaPGpQDp4juIgX/Fv64YhLWUdYmm4d3IfW2bITAQYeUBProNpEMk2tSk7OhU3AL9HTzX88sXf5K76LiJXsN7ziRC8IVrxs0/ucxsuV9wlJ8WUS7rlg0rw+lYyXXq0oiC/GmOkS0/sYqTBtx5XFV3dps5oFzeI4w184fCvfvIfcGTXefTi+/lEcJKzdkWoNYdCMy2nBAacqEdlHUrjkqiW09ERgcxx44igNyYRBdsskdbSJ2OZ3mRNnGJe9xjIkn5xByY85Fy1htINefE0RaPxHcFAaL7mdT9FwJwH9RSrgLbEAxLVsHKgFYZiXrFYVXiyIQ7Po5wjpk5GIDU3ypbANJybxJ0D6p9kELosioblYUnr+ISyQZopJJvM5YiRmGPqkl5wyPTUAQWWXFn6SlLVijgoaT2Js4B78y2m/g7+eMyi3KddLhHGZfcl349NNuiTQblAolGDCaE35bb+9xEJzc6yxHMkYW3wRj5CSkze4KJohEJTUlUCOSnoBxNCr0E2Ea0skbqrN6hjQHDdMZFf4ikB0hCoEYRjEv8safoYk6jlI089wCTxKLMSIZ/vTBGCwWBEgCDPL0F+yMixsNjm5N0jVoclbdlHOYZVY/CMJTkeyE3CdRAFxWqLyYmOENGtWhznkKoSeKGDOj8kWz+eLG9DrJqiVMzkZMzRjYzpzYzxic+cnkp85wUA8Ix9zZ1fw9vOvO2zO5Fo3OnZwws+x4v7jEYnXvRt3unTyLi7rs8GJFLKW4J9VVXhKYW8fJlcSsrFgo2NDYTjoPyA5ZWnCe66kyzLePOb38z1mzfpT6cIoK5rKFu0ksz+038ieNlLSRPL3u5Tt77LZBkyTp6XijPpqusCe46ZouD6t37bZ1+X30P7vAeSx6ePc9f4LoRyCHQDUrE4zNk9sAwjj9R6bKh9AirI9vm54gK/nJ/C2E6zI3AUWluOSoHSJYkuSdyEBgGJS2V9JnvbuLZm3044chxE0GcuR2yYOaEOWWsLnP4JlJZc3ovZW1asxT5Vq2mAhYH2ICevNVWjmQQHVNbFp0W4cyostVSEpuZaWhJjScsQZMW945cxoM91bXDFFFN7XU0k2epuzrbq9Nr9PtbMmeY5zjIg9hTriU/PSr5yoI+L15J9J2VddAJKn9CC12rF3qLCpwUj0ME2E66DAheXq47qwv86w6a7WL/HX41fxVdffzOOdAmLhnfHJ7idFYHRHNiWaTkl1Bbf7VEjyAl4/3/8CC+LrxPICieOkeGQiJJ107V+rYspq3SfzeIkB9MRfVmSizHD4Z3E8izGgLAOxtTU2nK2l3Ejs1xQM/YlWAWirfGEIFGa1DnOy55JmO9luKLC97eRasmRUxAKw35p8G3NOPY6jcX+GfqBy7JoSHczGuUTCINojyDZ4FAM6asFpio4P/oEZdRQCSikoCckda2I/ZTalZgHF7xldh8PDd/PeGudItujTRcooViZDzEYx52CZLqHQOMO1gjjm4TeDaLgEHHccR3XBm8YoMYBzU6GkBIhFMiUuhV86xf+eW4b3kboFTh1TFHfROnnO93H358SeSWbscRKcI0DJ19JMnwFafoYiXiUJ496rCU+ZTFHiR6fbnecPcntTsFq9TjN8mkEArEasH1hwPKwoEpjXNcyE2N6gSRxXBzpEPfWMa3Pbz79Z1g/HSFMhVdrXLlDVYEfOYy3Y6Y7x3IPTYCxhygV3eLMmt5MPzuQBE5XI3kR24q3GAWjz+5Ekg3c4yJ7+GlAEkV9RvHks7+fzw4kAJ7nUVXVLSDx0pRMa/LZjHvvvRehFMpzqaoKNRzSti333Xcf3/7t346yFmEtTVlCUaM9xfbf+3v4F26nDTSqeHaWzKTpLXB7xnSadizoz7H28PD3VdP98x5Inpg9wZ2jO9FuzFBUuEpRrGr2ZxD7DjkBE7lPZDKwhp+uTvHrekBBSNloQk+hpcee6TG0c2JT4AiJay03m4aKAG/ZJ7Q5+2aAkS4EfRZqzIad4VmPQbPCG5whMZbHbir2VyVrPY+deUmFJa0N1sKqaFgUDevxIRUu0rTgH3C9mrMjNC934G/+kQEgKUofI1fcMbwP3/bYFYKAObp2wLTI/ibGCnST3YpIHisu8bLJG1jlFYmnWE86Bxklgr92fpPzSnE6mCCcXTYceLT0ebl12F/mDI5Pr7WzTcK00wUXgkI52LaCOkVkB0ivz9n5vWy+7nbOhZqwFuzUDnfZOa7RHJq6AxJjcJwetajJbcD04D9zKiwZOStklIAbMVQzRjrFAltyRpYeEsgJi9IlnLdUvR1Or7+B2p6ksQmROcl6uOBwOWUQVlya389p95Cb0oCyCN3iHqe2GmVxrEWe7TM/yvFkhfQ3iN0jlFgRCcOyACm6YqoxCfOnXkovcCienLH94D6N9HCFQLQrCAYc2AE9Z0Gd3+So2UArqBAUQpAIQVVLYiejcBXhazb4X8/9B468JfHaFrGe0mRLVo5AyoDbR5dQwsJyB4vESyKC8ICDg/uJejt0sTAMtcAdeDjrISZtMK5FIJFujkVw/+Y9qHBEKObIug9CoYR/a3/o1nD5wQbPq9mMwAhwWg2v/UskJ9/G/sG72exVVNpjHHtUxQzH6b9gn91x1728RtQsF59iuvgw1yofKSS9cUA6ryjmEa6qyYzH9pkePdfHlS6jjS16g3P86fv/Ffe9foBId3GNQdo5Td0V1nuTgHTaOTXTBDT6EEfFCCEIE5fpTk5vHLzgmp6xUeQRe/8N5dyv+he4my8BXggkgQoYeIMXe9fz7HcDkl6vx2q1oq5rPNfD39igFoImTbnzzjtBCkRVYTa3nic3HgQBwvMQWtOUFSKvMUlI8qY34qyt0coKa54jB55ltxoAntEAN6v0Bamt9vDwVjH+98M+74HkoDjgrtFdFDJkICoiT9HUNfPC7YSORMRA7JGYJUxuJ28SlNFMxZCyMXxs/0P82ThnP7xO0hwQ2AwsRLLiw08eom1IoGFAyiFDAuWRuwErZ8yGnQMQtCui4TkSY3h8YXn3Ux9kEMH1eU6BpapanEnIMq1xHUnfTwEXYwytd8S8bsmF4M/FLq851d2IVelhRMrI3aa0AeGgJRRTTKXAGtzeBtJErIoZOAGVG3GpucF2cDu+0ASuZD3y0Fhk6HBO/DRu0HJfcoGlt8c511CUmwz8HrqpmBz/qyu5CVia8WXS5GHWggl5fgh1hptNcf0ebRHjbse8ZVxQUfP29Xdy1h7hWMNRkzIrZ0RGI0VC66wobcDGuQ9RP/LV+KJGRCE4ARvuNU6qGu3GbMopy3SPQI7IQ41+ZI12+DhJchfarlGYAWox4vWbv84TV36OYupzaXGaNXnI01JjlEXqFkeAS0biOLgYOJmwTGt8WWK9NRL3iEjk9BCkedylf3SDFT7lFc39ucX77RvcvPAzCOPiIjHWgBDcaPokak5d7vLY/NVYHKTnYaSHW4NF4IqMRlsGbz1LI0tKIZDJFqfcFTdUQepatja/khPRI1jpgvKwSPzQwY1mzKZD1tqYvj8FYGjgWvHDiHHXjWPDDuClsijn2OkFI6LiIqoe4qg+InjWGa6OSnQVMwwW/I37G7QUyKoAL8F1B3jemPtvewuhU+HKlqpa4Dov4jhHt6HShNXqU8zyR9jLJ3h9iVQSayzpUYiramoUolgSe31c6eL5G8TReZTvI5oCbE5tGqg7YlIhBPHAJ513QGJ1SF3to1R3qh6fTOiN/c8qv/1X33YHb3/J5n+9E/FiHEfhSEHoPR9IQid8HpHiZzLf92/Ro7yYJUlCmqbdcLHn4m5tYYXAUaobYLTA0RRz4kT3Gv/Zw4AzGiLrmibPsWWNdp+VDG5MhrWGRndRic6yF0QkZvXC1NYfRiSfZt//5u9nM94kw8cXJYHngGmYFYrAVRg3JhIH9PWcOrwTv1GEpuGAIUWj+ZmL/4nvrdeZFXejqkv45JwJNhFqyQee2MHYgLGY4qApcdlwexxIyLwJa3Sb3dMFvcEZXqIbfubajEeuSPwg5do0pwbq0uBuRiyzmtgVKGH5qiDAthLtTCm1okAiXA1WA5as1sS+Q1ZrMmGIRzsEIsUUtmshTYYdl1I1BSfg1/MrvDTw2V81xK4gcBXroUuLwUYu/vpvksdL7hzey543ZdspiNqz4EUEsmXNdhu1tGPmYkA7vEja+wSnRrezyA+6QnY5J/B7tHmEuxYyGHhsyxXvvawZ2zlaSJbVjKPiCB+DowNSWVLj44sh7TAEATIJu5qEjRiZFkTIupjT5Atk3WNqIKglZe8mSXI3rRmR6SGLpy8wV38SL/li3JXH1dUGPQ7ZdSw4BmEMjhAolvQ9Hw9DjiV3u3mQ1p3Q86aExQm2mx42XceRErIDjBgy+po7eNvFnIM7NNnZnyeoJK4sqG13Gr5cJfjyaRztIwiRdQ/Ty1FSUuUt0LHdtrVBSQXCUACqt82GXFKZHLyGra0/Rk9+ktLvFP2slXihgxst0EWfs2wxCA4pin36vSe4svcvSKOHwJV4kcRRFi1cHOd4ewYDwvIpZDvEkT2MFCyPulTG8qhAiAHG0bxpvEAraGczPvmhOQ//1nXi4v+CnR4Dv6JpjmiaBe6LncAHp/EyKMvrzNurZKszROMuCogGPnsXDa6qEQpEfoTnxoROSBLfxT33/OOuznbwGMJ1KIWl3X8KnqmjDH3yxXFEokOqeg913LI7OREzfpFC+3PNc+StetB/iwWu6or2z7HQ/S8DkiDo7pHPBiSr1eoYJAKcrU3iOH4WMKzF3ryBXl8jyzLi54CBGo2RWJo8Q+Q1rX8MJOtr1G3HUD2v5kBXWJfJs5oq1lp0lmKLAlPXWN1FL/roCFuWz4t+/nva5z2QPGML4+PJCk+6+DJjVnYRifD6KJvRtyt2DtfZdG4Q2YZ9M6BoWnxXMhQJabvBOdcQ2JYNmUBwwCM3FhgCNpxdtJVIIVg/+Vr21y7QhBuMmdIKjbCW0I1ZawL++vYINfgQg6TgGcYSx5OocUBda8ZRjTU+b1yLUEZi/BkDO6C0Dq1qaJoG0OhaM44iskpzFFwncZLu8awBqwmiPkZHLMo5uCE/ffBR3uGGHKwqQtVtikngUmPYNwbCQwq/4Ez/fm64GX01p203wEvouYKJgVZpcj1gqUbYYEnj77M+OM+yXkCdEpYrQq9PW/ioUYB8819iKATLsiWkpJUeWTnjID9CoHC1YmahxsMjwrnTdlP8YQBuiF+uEZQNQgassaAvHPKppNCCx/URmZ8RRbehdY/cjJGLA15+9gKryqFtY0LV4OsVietiXI3TWsCCWRC6XQ1qWbTkjsSVJY2MSJwF/Z13sCY8qnqCdHxYXMfYEd7pHr/zxnVubM0QUuPaCiUOyE3nSAbNTTy9i81czrCLKCdU8YLAlWSLCulIXJt3w550m6cAfC8hciwxJY5XkSR3MO5tc+LEOjgBGgcvVIggYyLX2YoUTrPGExf/Kfb8T3Hh/P/MkgewjsSLFZ5jsN4ALzxO5wQDQrlANEMceqxWNZ96X9cSujwsOXX7aVqpoVzQIpH1AqO64TchHLYjj6HMqetDmmaBFwxfuMEcD18WCCI8rYjKbXqTznn21wLmeyWObFAukE8RfsJff+Vf74r+yu9mka59GBGEtFFAare6CXbAjx3KrMFai9UhVbWPUp1DvvDKDV7+jtO/l67iM9ogdF8Q+UROdIse5bPZM4Dw2VJbtyKSIMDd3OId73jHrfdZY5AHh+jRiDzPPw1IRjhC0uYF5NXzIpKyTdFKMM06mhTznIhEuB62qjCrFFOWHP3gD7L6tV8HoD04BGOgeRGuvv8O9gcGSGaNh6sqhHHwVEpmawJX4QQDjLU4WD5ZJJz0rtCzNVM5ZlVVDIKQWnhIv8eazUAY4uCQc8mUmzlY6TPsX2TGAEcKtkYX2K0X/MBf+CJ6dsnCOwBchNEkQU6eXyNY/02MXPHMrRAPfeh5WG0ZhwXoAPoxjlYY74iejmmtx9PLJU9c20NIg28tkyjicHGFXFRsyVNYaTGrrtbjuB7CRCzqJU+ZPQQtd1IzzWo8BYHnEkvJAp9HcEFqMjendtaJjKGWOxzWEaUn8aVhoiWLKKNoE0o1AG9J7e+z7q0z9yJY7SJ1Q886gEAogTxxF65w+c4vuYCSgGipqyWHxRQlJG5jmRpJI11U4+MNOscj4wirfFwLbpHD7V/EmBUDFJVY4vmGk6MH0dZDSo9V6lGIHvclBV/+0m3mecON8gznewdIND1hwWmRVmClRugUx5WEaJZlgwgU+9GjFLpBihbtx4wdiRYd8yxHF9F2iPAVchLQFNewOmQZVCi1S9b20cbyDWv/CrcBxza8qXgPujxBFmRMIo/F/BGCpMWxGU3VAYnAUmIJnRDP85jIDMdrcJwhk/GbWJprHAUZrfBQjsQGJetyjbsHlts5xXz+UUQ15vTpb2SRP0Bz54gw9ghdTavWkM/w99wCkjHKJlRtp0cOsDoqOPfSDbSV6OKQFoWjNPe/9Qz3v+UU97/lFF/4ztv4ltOfoMj30XpJ8BmK074vcMxpxkVIVI0ZbnR3eH8SkowDPCVxPBeqBXgJX3nhK599sxvDtQ8hopi2F7F60/fjx8dkk8fOu6k0koi62sM5Tm1FfY/R1mcZKPw9tO/5o/e+4LHPJbUFnz0ieQZIou0t/Lvu5MyZM1260lqElHhAEwRkWfa8z1HjEY5S6LKAoqY9nnVRa2vkeoX2XBbTXeDZ9t///J//MyYMOyBJ0047Z5VSX+0oj9qjTsvo6sWLvPvd7/4vX6T/SvsDAyQHtYvr1chagKqw8U1cKQiCAZ7VGBXy23XEnc4eI1syFUOyqmYS9SnxSfpDxu20o38/8cu8ajwll+D4ivDUh5mJAa4j2Y63uZneJAl9FJrC28cQYbIZo9veB/5HuHdyL4Ve0kPgAjJyOGAB2jAIMkQToCZ9XK0Q4R5h6wARqS05mk1BWmIj2Uj6XLr68zir24mlpnUkLHa7LqqmQNoOSD5Sv4+v2jpDX89YHKvYBZ4LrWFPjflo0f0bVypjJRLurzUzMWWla3bCGQrLRAt2gyl5HVKJGOMsMCpnw5kwjYZw+CQtligPcBJza92NGPHnXxZjlWLZl3i6ZZpNUULh1nBkXBrhIGsH55i+QsQhZSlxaHGMQHzh/8SIlL5QLNbfh5ZzkviT6LQrPLZaUskYm+7fas+9VJ7mQrALUjBoKpAVWIERFZG0aAURNauyQTiSafQ4qyrHGBfZzxnLjljPmhCmF9FijBCCXuBi6hvo9BWsggzl7JK1A2Z5jRkVSNXHFyXv6n8jshyTuxlrPR+d/GvC07+EYzLaplsfV0JmDJ70kMkG/8OFCq26U+/Jk1+PM7yd1uQYr0EIgfZrinmPOyeCLwkiSvl3aC//SZSKcN0Ri42UuB8QeYaW4bM3v+MRDmPk6jZO8I2Ulb7VBbU8LFk71cNawSo9QuMjvBemisJwjfnhTYxdEkSfAUh6EWH6Dk4eSZJqjY3N7nX99YDBWoDvOs8SFnqf5vzdEK5/BGd9hO57LP2X4EfPFsiD2GU1LZEipqr2btVIfj/tHfe8sM7yrS//Vl6+/vLf9b2+7+P7Pkq9eBvyM8X2qqpY+7Ivo/fWtwLHUUPTgFLEm5uUVfWC1JYzGuEqhS5KbFGhb6W21sl0ivY8lotuct5kGSKOefLJJ6nDAFNWmLJEBAG2LGiu3wC6GolaXyOfzT7jNf9e2h8YIDmsHTyvhkJjhcW4FaKxrDktfW2onQkP2wEXZMbEZizUmKxumIQdkIwGQyZmdjx5fMT9/c4ZhL2AqLBkjounJCeSE+xkz0ySKrR7iLUJxeEhMjoCecQbTryBTM/pW0GIoHI0f/OD34trNEO/RNUx4doajrVgLBaJKxJWOmc+n0EY0rcOE68iqy26GhGbvDuJrJ4G5UGTI0zMz84+CWTc3kvotVNWZYstxgSeh20tRgkO55eQdZ+VyChaw32NYOwYRsGCy1ohMAyN4pq7S6aHFMEphNQ4ZsRIehwFCRw+zsJx0anDc2uxxptgdp5Euz6VJzizOMntT9yPVgFeoZlaHy0lopLsTT2wgoqW3aMMR9SAQgy2GJicdeUzj44InYJi/XGKxRmqrCWIFI0MkM0hjpJoa3miOs0d6jq13ykwWlUjjCTxZoxcB+t4xKJklje4ShAhWFQpRd0jmCwYSxchKtrKxR5exKquxbMXOEh9E1m+Ae2mOF4HJIerEuNa2ugM6+KAqXMByiEpJes9HyuPcAYfwcrZrdSWqzog+dhP3qRgxFmeppSd83XdIcOTX8qgDNDucdeNMqwWCc6GZDs3LH/LwZTdYo/HbySvPsyFzXPct3aGygyfd/9Hf+VnaFuHMD9PWWscT9FUmuVhQX8tQBiPJw4sSP+FTh5IepssZzsgMzxv+ILnAfx+gp66uHnG3d5LOX2ic7zrp3ucuXeC77gkoQvqRb7DDUE3DL/2FchRwPKwxA+fBZJ46LPYK1AqpqoPbtVI/p+2k8lJXOX+rq/zff95zv/T7XnF9ucU0mUQYPMc4bpM3vF2yrJ80RqJ6zodIJQ17XGrs4xjclmhHY903qW2fpmHedQc0DQNje9j64qr/ZpfOd8V3JsbN/ixH/sxmv0DvJOnKJfLzxhF/V7aHwggsdZ2inZOhSharAAta2yp2dQL1rRGemsoO2TDGNZZUQcT8rplPR5Q4rI26rNupx1Lr79kEnaTwGHiE6cOheMSuyUn4hPcTG+idUnDAEfuYGxCcTTDDVYof8orNl5BWi857bmEUvLg4lHuiF9GhOXPvKaPVyX0NzdwAC+fUIcNoRiQmxXL5YL5K/4yjrU4xYeIB++gAuJmRe1JVP5ER0xXZzjEPF3POOW55OUVkuaIstaUq9MEvodtDY6nONWf4ZfnSG0nrvTGWvIVSLbjm3x4vklrLJHxSXsVbZEjrUHJAN9s0bMF+66HXd5g7ni0qYszfM5tEazDtU/QhDHakZxsAs7NzqLdGKfUZNajVSALeP+jGUY4LGczbu4e4ckUrVzwPFwMRjcs3YqN/ikO1hvy2VmWRwW9iYeVLpIZtjVYa8ltyMRktEHCIFoDWSOQvGL9ASauxPU3iKnYX5X0fUUoFKsqp656RKMlw9DHRVO3QQckcUe/0Q9cXLGLwytx3YKgXZGbPtPDawiraNw1NuUBJ0uXohhx0BjWBi11OsSpvpYb4x3aujuEKASNMFx5aMaqHuAuLlOqtWfXLtnAVX2M32BMgxCK29ee4JNP9DjYDrljUUNhaCrNePwmKvtRwsSj71uKtod8Tj7f7Q/Q2qJXNVoIxtsxs90uzeYFDp71uVkaHNe/RWz4XOuPT5Cl+0gnw3Ff2P4L4I/G1IuuuFtlGj/ugGC0FfPyd5zB93wS3+tYAl4AJBFs3gNS4YcOy6MCP3rWQcdDn9lehlIJ1ja3aiR/UCwIAu6994WpsWfsGSCp6/r5QBKG6OUSGUdsfu3XUpblC7q/1GiE4wfQNlA2NMepLSEEmWfACcgWXarqfc4VfrX4BAC1H2CriscnFT/1kiUmy2lu3ODw8JB2scBZX6NcrQjDz8KO/HtkfyCAZFlWvPrEryBURWJbGqFoaDBly1p+kxO6pu+v81K3T6Q16yypo5jGtIzDEbnxGIUua2JGRUjrLlCeZhJ7BD2PoClJ7WkG3g7r0ToHxQEPPPB1aBGT6BtYO6CYLXGDDD9csRasMa9m/Kl7twmEpXUEf2T9i3BUg1PPCYoh0aSjBx+mkiZa4dsEx88psyULG2PGj9EPQ1q7TgUkxZzaV7j6KQj60OSMxUv5wdEb8VRMVe/h2AqtLbVR+L6HbTSOrzg7XOD372XFirzWWHdEv77C27av8ODhnVzPFUPrcv62u7DVnFhU+M4Gnt3GMQv2bE3bptS+T5sGOKPnhMLRBuw8RBMFGARjWzMsfYyMcI9P5saxkLWcjAMMisXREYd7CzyZUzthx/qKxLYlRbnGpDfm9ks5TnmK3UsLBpsDsAbJHD3vZmTu83aJa4uJ+/R7JxFYDC6ef4hvWtzkJBEFh6uani+IpM+qTmmLAVE/RYUu6zbG6fVherkj/AP6gYMjlnj+hBIft00pTUy6/3FUG1MyZiwWnM0dPlL0ec/NU7zzrgXV4hSh805mcUFbdyy/vhUk9QZNa1gWfcJ0l9Z9Tvok2UQubmDchro+wCfk5aPf5JMPe1w/rOkLwazn8NBvXqPfuw8jLxHELoEqydoervMskAgh0ALqWYUTu0xOxuxcXDxb0JYuJPv4QfiiEclk6yRlcYB08xdv/wW8yTrVYkUrI5QrX1CY7kXbjPubXUfep4OVF8Hmfd21RC7Lg+J5qa144DPfL3CO6Ugc9dk7tT7fzHEc3v72t3/G55VSXbt/2z5PZEuEIe3RETKKCILgRSMSZzJG+j6y1biNoXafXXerJNIPSecdkOyplAeLx5FSUnsuerXiKLEsfMNyeUB7cECeZZ3WURBSp+kfAskzdrjYIfBX6HbJxG+ohEtrHdqsIs6u0rea2F3njYMjHCsIRYP1La3RjIMxmfUIZUuLRy0DWpXSyJZvfvMF3J6DYxqsOsUkyDopTNuQZo/TOh6T5graTMjnGUo1eOGK2PaZVTPu6oV4yuIFCbYJsLKgSg8IyiEqdrEWBukhbTzHMTHSy/BNztWnVlS3vZvbtr6cVV5TS0GU7VP6Ckc/hfWGUOf0/IS+KTDVOkpMqFQ3AVsaReAH2NbSF4qJu8/kztdR65Si1qRqm+tW8pKgx99+5Xv44dc/wJoNmSzuxm0rEqfBdzYJOImud3FViqstg7CizUOcybMnSdvfQhw9QhM6LJoxic1YrV3B6AD/2NFYr6VX1vzxl4yxwmExPWBxmGOUQ3WcwshlgtU1TXaafuRz9kbBpO9y+ROH9LZG+HYFQtPOS4ah4nXhDmFjEfGAweAMFoshwJFHKKvxo7P4pmbvRpeXLivBqi6w+YgwThGhwwBJvD5GtktEv3PwsdfSahc/cFi0HcV4g089fwLFiKztnOyPu5Kfa0K+9NyH8HgCXZwhiAI8LRFOV+j2gI3VBaozEdNVjNuWaPcEj/x2l6emt4moFmgZsVo9gi8S/Oo6d97vYlrLLwaa/RM+j39wl7owWCPwQgidglUd46rnb0+hJPWswh94TE4kPP3QIf21zknErks0ehrX770okIzWT6D1FOVnOJ8BSIL1LarliqU6T3/ywgHBQXKace/Ei0ckk9vhQkdV4kcOy6Py+UAy8pjv5rhuN1X/By0i+S8xpRRa6+c9JoMAPZ0iowjHcdBavwBIvAsXmHzLN6OMRjWa+njZtNFI5eAGMdmsA5Latiz0irWtNRrPQx8dcdQXfNHuGrPFHs7WFuX8aYznIQOf6g8jkmdturxOqwStPmASllTCozUR7fIaMuqcwU7WcMXfQdAVA5VToY1mFIzIjEdARWoGCEuXwhAtf+kLz6OP90upt3FlirWWc2GAtS21J1lvr6HtOvmyACFRyhC0MbNyRrOscZVGegHLvAG3pEj3QUfH1NTg2xk0A6To6LtP2QZ99BgmP8nI3STNG2oB8WqXMpA45iqt2IQ6JfIUy3rOztPr2PosK1/jCEGJxPcDbKMJc41rc4bJSSQZea05bO7kirdFUJ0lcU8iuI62Pg/+8gH9JiZWNb63SSBOUNbXWXePe/w9SeoeogbPhuZisIVIL1I4FU+09xCwpFjbwVQegd/d8dKr6NlDXtM0aBym013yowajFKXo0iil7FEiqaoTDOIAhGI8Mdx8ck5/LcRXOVYo9GHKG8/1+MLeLlHb4vTHDMZ3ABZjQwKVgdX4wTaNHjDdy8nLEl1LsjqDdIwfpMjIYYggXhtjcBD9rkbiskdWrCE9xdx06a4WoL6O526zqjone7OCRgjedOoR0vRxRHMOP3LwG4k6Hib0rWV7eTuPOi3LagiALrd4z48/zuH1Y9VM6WHEGkdHv40v+5Ad8so3xbz5L97DD9Q5BxsB937BSR78tWu0xTrC3SdwclZ18AIgkZ5CpzXBOGB8Ij5eu+MW3dBFxVOUN3hRIPH8CU6YdhHJZ0ptrW1TlZYlp28B1PM+w5H0Auc4Ivm077j7y+Her+4+J3Io0+b5qa2Bz3w/v9WQ8f+PQJIkyQvmNkQY0B4eIaNn1+vTU1tCCNztE7i2i3KfAZJVvaInQgI/plotWNZL4lpwwp6gWW+oHYf2aMphbPjyw9Pk+ZyDdZ8D/T7SSCE8n+YPI5JnbZntoBVoc0Tfm1MSok2ASZ9CnHhV95rSYTrIMGLEUkS4bYWxGrv778iMg9s2lLZHKGqCdo1WHE+K+t0JoqkH9AOHqt7jtsBHeieoA43CoO0GRb6kp0a4KqbNKmpTo7MGoSqkEzDPGrzIkqd7lM8p3jkqR2WnwJuBWrFW5Hj/v/beO06usl78f59eprftLZtN7yEFQi/SQZqoYFdUFDt+RUVBbFdFr+XqVcSCClaUDtI7hIQkpPdssr3PTq/n/P44k0k2uwnhQiT6m/frxSvszCnPOXPO83k+vXk1Vu/ZGEWbRCpPVhAwc8PkVBmBIoV8rdOgS5HoiBoIhSrITWLUpeASbUax0UQVK1ckOjqCXTRQFC+alCadK5CyIuQ9oyiJRtx6E3m7m5wIM87/I1rexFTyaHoNmlRHOtdBre5UEe2RJ7Nn1i9Zvvtaenr+AYAQqkOwi+RUgYxdgy7H0FwmxbSK7FZRKSDKWVS1n+wLO7GQSCaGyMcBRSaDM2nlRC9pQSRXqMFrKKC6CEUErKKNN6Sj6gJ5NUjmlW18eEmIRiOLUSwgmh68oenYWFi2G1PIYdkFNL2GTCFEsmiRSaXJFWSS+RRWMoQsxJBcCmFZQg/6ydl++rS7GRx8AgpdJJNhLEUgYddSUFQUIY3AALqrlWjaGe9pWoBltoYqe4iOrkISJqGZMnpBRCwJkgY5xbIlt3Nq6//DmPsb5zkajjD3lAaW37PLKTSqh7HEGoaGnkKTApBPImouasIuCpaNrkrMOqmOHasHyMZC5ItdaGKCWMYJ/tgfUZMQc0XMkI4npCPJIp6QM0koghsEkNTAhD4SUVSQFRtRKiCK2rjvAVS3TlYMEC9WlwXU/jQGTBoDZkkjObhpaq8AOdDZnknkUVXn/soHqbj774zb7R7jHwEQdYPisGPaAkdo5PP5cQ2yRE1FsW00BHKyI4xGsiP4ZA8uxaCYTNAZ66QqKRNOh+nX+slKEoWhQYb1Ao2CH1dRZrVrgCW7/PTreQRdI5rs55nBZ474tf9bCJJUupeMVIdtRfHIw2QFA8tSsQod0HwcALXaHI6bexJFQsQkD4t3+TDIkxp5lIRtk0vZmLZMrZLCyPnI40yeeTGHjUhr0c/7l+RJJDZTI+eJCi2kDGebIgHSuREMNYREhGTCaTRjpfIUpCSCrBNL53F5ZYrFAbKyG6toYSMimj7IB7CkDO6kiK7nyCl5JLsKI2+TyOQpAIoAec15uHLpasilWDxYQBcUWlsbKaQaGfT5CQkZhrFRRYlYbwrRN4SVrUKWvZhyiuFUjlQhiO5vh/4a3MZkUtYw0cZnwfUsWU8PHslGM2tRlTDZYheqLGIDtt3EzNWfZlr9J4mOrgBADDuVUYuyn1OGI6hygjDNCLJJURFRsZAUG9ljIIkxbCRymTgFq4ggyyRLyX4F0U8KjdVpL1UeHRSTYLWCKAq4AxqaWycjeRGLQ4xuj5LL1uMWLfK6QnHIwLZksDx4RRvbLqBp1aTyEVISTu9qSyWVyZDOuqAwguJWCIoSouamIHjpL9zFjh3fI5XeSSYVpigJJIVmcqqIwQiSHMUXmEHKcrQIMQ8aoCrVCIKEbrjRDBmtqCJpw9iWTY2t0N65iEcHf0B89L+dZ3VAZvF5kygWLHp3jlJQwwhyPZlsN7pScsQrBqos4jcVDEVCViTmndZAPllFJtOBJsYYzcoo0lgfhWzISDa4qsxyYyhfSXNQJDdi0UbUAhNqJACSrCCI1oTfgTPx5/AwmgviDY1fxV56TAOnTq+aWCM54DhA2VkPpVwrQFF1BEH+j9RIPB7PeEFi6BSGhsuCRNd1LGv8byBoGrJtoduQKQmSaDZKQPPjQkJK5+gaaac6Z1CdrWZbdht5GxLPPIMlCsiGi7Dk45Q5b6et36JLSyBqOl3ZXRSEwhG/9n8LQZLN9pLTZiJYcUxphLTooZBKElATFCMngSAiEuKUOW+hINSS0quR0uCSk/j9x5KTsmSiTuXgjO7DiKYpUGoKQxZL8eFFwuudRiKxBa8QZ1tUJ+NKk8TAFgyyxSSaHkGWIqSS3bhkF8V0nowYxZZUlvfHmNRgIAgFipJJLlPEFjWomoFd8FGQc3gTOr5AnqQgIYsGRt4ikc47Bd10N7asYMs6uWQV5JNMHcxRMHvwRGvIjNYRU4qErCTDWGiWQLQ7iac5QT4ZQZY9mEqGzpE0mayJpiWw4zK60URKTJKsXUFdw8eJRzYDo6h6DaKqIKKTVhvJihKq7UYSMhhGE+l0BwBSKIwtyFjpKtJCCNXOUMzG0X1ehkcyKIKNbHpAVnEFN2KJNnYxRUaLgyyTKjrhsLYUoDtbzTF+LxfOqwPVheZ2cdI7pyJKIprHTaboxpwusPueYfo7z0Iz88QKNmvu7EAomNiWB58Atl2AYggJkaRgUSWJ6JJJetgirmTBzqK6VIKiCJqbnCtDUHoPwdCJ7NnzKzLJCHkRRNVD0XBjujsR1RTe0FzycggUDSFrodkCqlqN2z2dGctqCdS60EQPij5MIW/hQWREhjNmVLOl4GSwW4KB7lZYekEry+/ZSV4JI2otAGhqqXFTqRFTxK2ViwhOX1ZL27y5pNN7UMUYo2lhnGlLLk3QnlIC3/wzmog0Oz4HRfKg5SwEzV3ua34gpjuCqh28OKIgCtiiSjzjwTOBRrJvIPpBzwH7BMj+PhJFldBM2SkrL7nflDySI81EGolgjNVIdF2fMIxY0DQky0K1IauUNJLMCAEzhF4soGSLdA7sICT4qXJVkS6msYcHyGzbhlvQEXUDyRawAhH8Q6N0G2nQVIatPs6cdOYRv/Z/C0FSLPQjuRci2EkMYZi0GqHgm4zhGiafUMFTiy0YCJKAJQTIi2F6/JuwLBG3eypFKUuyuw/FG0JyudESKScxEcgJaWxXmIAIutJGMrEF1Yqzvm+UrJljAD+CXKQoZDHcNahKNZl0LwHdT8r9All1lPt2DlGtKpwy3YOQc2PJKvlsEUvSEb115PIeCmoGtVjELacYsWUkdIycRTyWRdBlUD0oognuMLYZIDekINuQN7tQ9/ixhkVygIc8w1ioFsT6Uhi1o2RGQ4iijibl6RhOUZBi+ASFYraIoLoQMzrq7pPIK8dTDG/A1kbo2CQiKCIadWDMICaKmHkTQUihGXVks04ClOhWyYtuyDewPRJEKQDZKJ5QgL7eFJKsYnjDkBxCG7oLS00iGDFi2hBIMmnbWYXX6iGm+fp4d0sEURScKB/VZNaJ9QBofi+pghu1+880FH6NW/w9cqqfVKHIpNke8lgULBdu28K2iwzsFAmao6RtmxpVwqu7yUUFEvowkqigeET8okDWTpE18pA6mZbmq7GsDIVUhKRlIWsmoqceo2YzNhIFsRbFF0bQ/WDZqDboRg1u9zQmL6xCdylokh9JH6aQK2IoWVKywblza3l2IEayGMA3yREW1ZO8yKrEcNyNZITR9UY0fa8gcVb7EY9WLiIoSSJTF84jnelAFYaJpi2UA+pCKaWJWS+t7tuOccYEoEpetKwF6sTOdgDDFcFwBQ/9smkeYlnvhD6SfQN5FdPWXo3EGGu+cfk1FE1Ckb1I0pG32/+rmVAj0Y1xGslEeR2CqiEVLRQLMtI+jSTorUZJZzCysGNkOx4lRDAYZFpgGoXhPRQLOapEH6KhO2HzHjeiZSG4/GxK7sTMy69eZv8N4N9CkIjWAGZgMTIZFHuYNG4Kloxg9pEbSmO/5172FojLes5jM2fTbQ5gFVU0rQZJyRAfyVNsOZ2BmmloouFkjwMZIUPx4p/jtUEoNhONrkBTApC2KcgaV+U/i6AUEJQshrcJTashm++jXpMZmvZTdO8Is6s9XBryE1EFSEWwJJVcpoAtqpAZJZv3k1PSWOoociHGkGRRzEsUNwxTEAWnFIbmQRZdpC77CVqdh9Gd0+nTRRDzuKaFkUczxHMhdF1jGBs5V6SQKZJVNpEbnVRudNQ5nEY0R3H5piCIAvGUjmv1SSg9c9gzWg1mH0U1wfqnolgitPA53P7j+GBNFe6cgCikEBQDQRCd3AdRYGfNOXha52CLJmJeZlKmHymrUjs7jFDI4/GF4ZJfQj5NKtSApcdIGaP0LDmVlFBPsWAhcA79+WsRSuGqKK7yhAqg+QO054+FxR9gdXoa/WoNmfO/STabxBUUKNgihaIbVyGHJQp0bR0l7HValIYsC7enBiGuktBG8LhnUFS3c0pTkD4zRlS/jJGhPIriZ8ni+7BT1Qxl80QDc7DPuIFsTYxC2k9stGSCec/diAgolkBd3eU0Nrx73ziVMJI6TD5XRJFz5EwZr65Q3+LlnuGvUT99Xx7J0gtbeaLjQvJ1x7Ng/m9Q9drSte8TJPs3WtL1BtLpTlRhhJFUcZyPRHEp2IAwQW8OU6lhxtY4zDgfjnn/hO+RqoaRlUOXA5FcHnJ5CUU9RDb0uTdDsPWgX8uqhKSIqMbYY7h8KoomMX/+b5yeK/9hhMNhqqrGtgsWDf2wNBJRUxGLRVTLJiM5pq+RzAhBfy1WPI6ZE9kY24pZEiSzw7MxBvqwCwWqlACCboBlkdQ0bElC1ap4uOdJ6grhcec6Ehz1guTx321CskcwtRYkq4hqD5PEjSCIoKTJ9KewzSbEUmltMRBGGVUYzBsotoSu1SCrGWKFajzTFpCRMmjNyxBEDcvKU7CSqE0LkQTIjIrkMgKKNQWP5aJYCBPTZFAtJCOFZtRgmrUUCgPUizGEos6cugH+5+J5WFkLvZAkHouQF3XymaJjAsiMkrbcWFIWW4uRTA+guyaTSObJdyUQ9qr/mhtFcpF3e1HrDbKxGgb1OHJeRAmaCNki/ekwuiFSQGDt3TvxhRXSVjt2rplCrogkCkj5Iro/gdZ4Koou8/db++kYPgNJT7J9IImVaUNAoHVhNb27EyiFAGGjinZFwpWxEEmCpKHrdWQyji8oN03B1zYTcjoFSyZiDyOi03JqAz69QFUgAG2nQWQqPiNCTh0i54uTNiQU1Vcq2GegSHPKvxOqyxEmJbRghETGRbr2dLbnFtNRXATNx5HPpXAFII9E3jbR8jmQVHp2RKkKOgET7kwGs34RRsokaUYJBo9nNL8Co2gzFFuOkVrGQJ9TUsQwGtBskf5MDlM3cNWdSt4AOa2wY/WAI0hCk5ENCT1vY7pDKMq+FZ2mVSGqI+QyKSiqSB5nQXLJ4kZeEaponrZv23CDm+ZjZ+OO+DHNSc41SxqUOhTub9oCkCQdy8qiS2nimQLyARVvDZ+GJQoTllwXZB0zY4G7ClwTTx6aGkaZoBfJmG1MGcOjHnIbgpPKC7GDUdPqQzxAEAZr3ZheFdNsOfTx/02prq7mpJNOGvOZoBtO1Fap97thGBNnyMsymiwRMF1k9/ORhCJNFGOjuAsSu3I9RDZ2E+zsZF7NPLzDCbIy1GgRBE0FQSCVySBEIphyHTHS1FkVQQKA6VcRCjZqXkGwRSSplwQusG2kvElqaAArXUAsqdOST0MJ9tCf9qMioWnVqGqSmFWDZ8pM8vYI2qIPIOsRCoWYU1BNECl4VaIbhkgO1tGzMUitUIVl1RIxh0AVUPQEqhrG5amjaA9Qkx7E3HUODUYUVZfIZwokR3fTl/Rh5zRymYIzaWRGSQkaRUFE1nLkCxnOnXUWaRv0mUEsqVQiW3UjSx4KhRhKk5ti7VOI3pdRsyB5XSg29CaD6KXe3CecN4nglD7c6gxcfoPkaBZJ1AlRwPTH0bRqDK/Ke66fw8ne3yMZWXYMJCA/HzkfoqbVRzyWxc5bhE3nYTMzNoKQAFnDMBpJZxw/Sd49hOFuJp9SKBRtBrQonlOmoVW7uOV9CYK+iPNjVc/BLblJu7qRJqUoFOKompdMIk8ub+HSpH0ayfGfgkBL+XfWwtXksjaxoTR19TaxtBtJMigUUpheCwuZnKWh5QWnom7ewuUuVbhN2tROWUZ1opZhbw/BwPGMJF4gH0uQyXSjFWpJRHPlcykW9CRzuHUZQRCR4y6UImxf2Vd2CmsuBbloIx0YOaUHQSiQSnWQS4aR3M5Lf3xbmF2zXPi9Y30Lp757BjWtJS1AdTlmoRIfOrGVU6ZFxmyvKkFkIYUoMM605Q7rqN6DTPJy6XP54Cajw9FINFM5tFnrMLnoMwvGfXbC5VMIN4zvzvifjGjoFKPRV/eRCAKiKCIVixRK2uBeHwkIuAoiLktH6BvA9cijtOUDjLht8qJNtRbBliQQRVKpFMYlF6O4a7lk6jtxCa+jIdhruc5/yVleB3VTZYpZg2I8jyAoqKSIWwa2ZaMnphPjWaxMcT9BoqJG9jCUdaPbEqJcjaamKShBVFMlL46ge6qRFR+FQqy8urPDJj0v9NDUdCUe8wTmF5YgCo1EjEGKsoKkx1GUEG5fAxI96LkRVu6cR0AYQNFlcpkiyeRuUrKBkFTGaCQZWaNga/hUCZdiYOjVyF4N86IpaLKIpkigeVAUH/n8KDkzQdf0P2AYu/D2C4heFdGyaQy0ooqlHIa8zajwMgHz2FLL0hyS7KZKyqK6o+haLYImYVk6Fh7QRXYMJJA4luDImXjDBslYHjtvETGcyUzLgkgKRAlDbyKd3oNtF8lm+1DVMJm0AgUbvzhStsNbhUFUtdSqtGY2sujCLcuEjTC5XD+qHiGTzJPNFtEkAbGUe0LryWMmVdFfh1W0iA9mqKouks5pSJKJVUyjeSwsWyGLilYUsSUDw6Pi8TqTklAwqHGHQCiCZqPrtRSLcTJNW3EzG1GU0F0K6bgjTCQBuuMZXKWxqCONGDkf2VShLEh0j4ItTbDq1v0IlkIquZV8MohWKmIoiQJ/u3qZ4/85GKq77GgHqPHpePSxfgTDaERRPLg1eZxpS5DFfYL4QCS19N/BJw6/fwmR8KEdr5ohT5iMWOH/hmgYYNtlQbJgwQLmz58/8cY22JkM+VJmuxO1FUCORDDzAkpOp8q2sIaGyN7/MLvqZFIakJJ5cWAQQRJJJpNoM2chajp1rmbUf007kqNfkPhq0lgpP4nhDKIgYxRlYgUVLBt/6jKioXsopJxMZgBzYRWSp51Uzosvr7PhmSx+KY5a3QSAJWSRdQ+K7CWb7SvH1MsRA68mMmfp+Sw+61jCg3UgNVBlDFKQVAQtiaqGcXsDoPdRDLUQzYvIipei3Uc+WyST6WT+5FMpJgRHI1EcjWSHqTNc9NGsh5EFEVUN4w3pxAbTuDQZXRYdH4nsp1AYJVHopWpUIrHtA5jRPAPFIoJtMad2Bqo6iADIeYu4tBqfeykun9P7WlW8VElZZG0ETatG1CTsghOAIJoyOwYSaO4QgcwJeEM6iUQOK1fEp/mQRRmlaDKS8wNgGE1k0h3E4xvweGZiFWwEWcO2JHxCFFt1XoxcbhBVLanPk05Cqj8WlygQMUJYVg7D9JJJ5slkCii2ffCJ0AiAXSQ2lMbnyTkRRJYKYhZByGELKilRQsnZWIKJN2Jgmo4gMTWFvq2jdPt2oJfCSv2BJfTX/AV1yyREl0yo3sVQt2PeEgWBntEMnpIgkawGdKOOQI1ZFiQ1VS487glW/7oPMe8mHn+JQsqPcQgNYByKOcYvNBG60YQie/HoyrjwX0EREfWDCApJPaQ2AmCaLQQCSw65jWbKeCP/eY7wNwtBd+7lXkFiGMYhEwStbLYsSEayI/h1P0pTI2bOYlLBhVwoEvrQhxj82c8Yqg4x4gEpIzOSdhaAqVSKxM9+hiGKxDJZFNvCLlTCf8nme8lkA3RuHkGQNfSizEheRbTBDNZg9i+me/hPZY0kQwdBb5CspWMgYcs6kpRn2aVtjhmr1ClQVnyk0x3lukP18yM0NLoRRAFPUMfnU8gPBYmYQ/RFDUQliyy7ECUBKeuD9AIGXHtweRcRjb6AbdnkC0P4QnUU8xa5TBFB0SGXINngY0QNYmdHsQQbVQ3jCRvEhkqCRJHghM8gR+aQL8RIpLbhzjntOQOmwm2vdCPbNq3eSajaAKooUMwmKBDHMBtw+zWSo1kM1UtYyYI0jKZVIegyVqaAJfhR3CqZvIXp0xA0yakeW7Cx8xaiIHJi/YlEM80823c6qVjOMW2lOxgefo5g8ATiwxk8IR1RFKGgkC6OAAcIkupZiMe8D0WUqFHANFrQXQqZRJ5s1kLIFPf5SA5EEBCFItG+FF5XDo8rz1BnBlGyKFoZZMkgLcrIuQJF23CSGE0PKjmCAZXNL/TQ62vHLJVkCQaOJ5ndjCc7F9Gl4K82Ge1PYds2oijQE03jLk3K4apawvWTOOP9MwnWOfu7fSou9wRVYXUfYt4kmVlNMW+gSRMn902I6hqjkUyEYTQiKz7cmjwu/JdX00heRUgdDrNOqmfSvH+NXf3/D4iGo90Jh1mB185knHYSQCKXwK24UZua0PNwTFRHkCS8Z52JFAqSr2kipQqQtBlNJkHAKdEyOIhWLBJNpRBjcXq/+c0jdn17OeoFSTTRTYwgnZtHkPQgRkEjVlTRBAEjbOBqP5vB1CNskD/Ii8vP5pW1H6a59hSKCIiSRfX8EAVZpabVIJ8bRbSciUKWfaTTe8o2Y73KREzvq5MTDBnEthrUm30MJ2HvO12MZpGHZ9K3fDorGx+krupM+gceALGAXZRwB3RESSCbzCOozoutBjwUtAhCeoSCZKOqIbxhndhABrcmoSsihKeg6BEK+VESic3ocguSkMety9y1sRdDEsmlFXQlgSaLxKxXcGVmIsgCpk8lEc1i6n78UgZBLCKKmqORZIvkrSbUgPNAuyMmcinZTDYkihlntXLzsh+QyFUx0/sEqx7aXfKR7GF4+FmCgeOdcuUhHUUUoagzklqPZRWcvAd1rJ3fpbhpMw3c7unoLoVofxpRESkm8giHiAbS5AIDu0fxutJ4PQU6t4wgSgJWMY1i6iQNGSVXpFD04Q0bqIYXL2m8tSF6to8SDQzgKYWlBgLHUltzCYETZ6PUuPCGDWKDafLZIpIillsdA7Sc/UkaT3k/Vc3esk/E8Kjlgohj0H3IeZ2iuBuKBrr8GsxAuteJbjsEHvdMPO6ZuPXxgkRyKSgH81+8QYLEX2ViTKSJVfg/IZRa9IqHI0gEsPN5LEkol1oRBAG1oRG9IHD+JhMpFERQVdoeeoiIpwVLhNRoDLfoBOGA02pZy2aJppKI6TRaS8uRurwyR70giSW6SGtViLKA7ApjFkxiRQ0NASWgkysaTBv5IfO8t3Ps0odYdtxjTG46DwATmZFUnpwdJJvtJ5voQyllWiuyl3SmA7kUxSLIInZxX8apkCuiNgUpdiwkcvpKBNuJvy8MplG2v59QTTMpY5TG8AnYtoVe9SzFbASXX8MsVToV1b19nl1IWgQhE6cgOULMGzIY7U9hSBK6XGpko/jIF0ZJpXYgqHMw1SyiIHLdOdPRVIn0aBbTFtEVkbjwMu7UXARFwh3QSEWz6JqXKlfCKSUOCJpE/OlOVK0XV8QRoP5aN4GL2gAwAjr5lBP59MpjHXj1HNMDz9O5ZZj4IOTzCXL5IQyjgdhQBm/YQJJE5KLMcGI1PT1/JRw6dVxOgKmYuOwRXO5p6G6F7q0jaF4FO1M4uGkG0HSb0cEMLi2F12vTtWUESRadkv4hjY6aAnIuSy7rL2kkXrxCGm9DLVUtHmqCJi1Bx18jyx5mzvwexowQ3tOaHME9mCGXLqCUtKK9pi0M/7jcC8Ojok40VsOPnHPCcOskD2c0nXHQ65mQ6pmH/NrtnsqkSdc4PpIDnO1yyMB/4eSJd5TUV9V2KvzrEY29pq1XT8AUVQ075/jxRrIj5RbASkM9dqFAfmgIpdYJIRdUlWatgVBCIpdI0OD1khZAlWXI51GTSYYTScRUCrUiSCCZ7sXy1DLvtEYEzY1QGKIoGKi2s0LLyyLZ7kTZtAVglFZyHmR6RzNkqOKJAUeQyDgCwTFt7RlTUltQJay9pdGTeYLHVvHCzreQku5FznqxLZvCUBp3s4fjzm9jRmgGkijRNvnzeFrvIBsL4fKruHwq0b6Uo5EIEiGPidusBmyKkoggiARrXUT70/SuH2Zkj9MDgqKb3Zu2AhJZvQ1DHAVZ49JjGlB0mexQGnfOgyZbxJW1uOKzEGQBl08jEc1SzBoEqwbQNedhEzWJfHcSX+RxPB7nOv3mvtWmJ2JQTBexLZutL/VhaiCrBY69aDKP/GYjoz0KCnMBiA2UGiipJmYxTSLbzp6O39LScvW430yS3IxGX8ZT0kgG9sTRvfuE28HQDAmXy0awcnh9Nj07RhElgaKVptbdREP9VEQ7RyYjOhqJtwqP26RuWpBZJ9ZjyiYuZeIX1htyNJJsulDuhe4+hFALVJvUT50gkUv3oWShmAlQ7dZoC7Qd9BivB0cjOXSI7RjkN0YjqfDGIu7VSFyvLuQFTXO6KQK9yV5qXDUAqA0N2IUCdiqFUltX3t5jeqhOmiiWRcA0iYsSpiyjNDWhjI4STaUQKoLEIZfrQzeqWXZJG6guhNwQlmCgWjaiW0FwKxT6UmMESTaRRxcE3CVB0i1N5vo9NulkF6roCBLlANMWgORVKY5msfNFBFnE5dF51NBoanwfqhShOJyhMJCm9aQGvCGTO867AwCPZxbF+HySQ2F0l1Jq4pNC1HSQdS5f1MjpM6djiSJ2KUxTdytc+v+OYcGJ9RQSBaL9KbYuT/BN/7spMJWUVIdh9ZUdqKJLIdOdxF3woysZxKKKmDMQFAnd7fghOjZkCTQOoWlOyXRtSoDgFdMRdRnD5SHkUsescl1hg2K2yGBnglCdC1BBlmiZE+Zt1y3CF2yjmJgPQGwojTdsoLu8mEIGr28BNTUXjsmx2Isie0gkt2IYTeguGdsGM+AIEvFQgsRU8LqzUMjgCUgU8xaSrFIoxGnxT2XxtBMAyOQkTK9KOBjgq+86m0ijh2lLazAUA7cycca1ajiRdflMEb2Uu7PXtDURLr/GgjObxn+h+1AzFtlYFW7Pa5joXyOeiXwkh+INMm1VeGMRDEeAiIdRgVfQNIRSMcf9BYkUDoNlYefzyPslPBqmScrtwauqjiCRZXRBwJg9G3lwkKIsIaTTKPX1R+DKxvKaBcmKFSv42te+xo033gjA6tWr+a//+i8++MEPki9JU4AXXniBdevWve4BrhWuwTAanD9UF4KVR7BV1KKN5FaR/RrkLYT9yjEkollMScQoRecMi7V052XWDD1AAKdnghNqOzImQUvyaRRHcxSGMsghHU0RUSWRpqaraNI/Tq4nQWEojTyBnbrY/ymy/achCI6GUMgWkQwXyBqCIKBpYSzBHmdCcesyjZN9PH/ndra+mKRDaGJ7ZiZpMYKR2+MUyAMkj0qmJ4nLruILS3+LKzYbO285IaGCgGXZxIdkbHk3muY8gFqzF63ZC4FmBFeE/33XMWPO7a02sXJFOreM0DA9AKKMoOzTWJrrrifePR9weoN7Qjpujx9V1Zk+7SZamsdrIwCS7MEwmpxihyWHtRnUQRIQ5IM/cloggFfqh0IOb6lLo6KY5PMjSJKBK+jBQsISVARRQBQFjmneJ8gOpZEAqLpEYiSLUapO61L/DzH2iomZEuh6/qO4fEfOlzChs/1QaF4nGbHCUYWoawi64yR/NQRNLftUepI9VJvOglAQBBBFbMtCrtrnj9TdbhJuN15FwWO6SCoyumWh1NWipTMUJckplyIf+VyS1yxI7r33Xm644QZCoRADAwMsWLCA6667jkgkQiaTecMHeG/WRXZvXwPVhS0bqEioRWeVroX3Svx9NysVzeFSHOncG0szIoWpEQbYZi/GpTmlHfY295EVf3k/R5BkKQymkcMmmiwiS04msV4bJt+dpDCSRfKPj9RRVB23z5nE9oaQSrrh5JLgJINlBQFLHZuQ5dJkqurcpGI5mk6qJydobEo1ki56MLO7yqtMxa8hJXIo1CHk15FML+A5Nwgl84fLpzFtcSuZTGdZkJR560/BV8+SSWPrLHnDBlbRpnPzCHVT/U7G9X5RSOGGMMNdTgJkIee0dEV1gepCkkynusAEyLIHt3s64GgZnqCO6lIOHrFVQm+Ygi+zFopZNJeGO6ChaC7y+RFEUcfwqOQt3RHQE2DIBu5D1IDyhAwGO+O43CqmKjmJoK8VQUAW81h5V/l3PhK49fF5JIfEWwuX/fqIjafC/w1BlpH8/sPaVlQ1RF1HERU6451ljQRKznrLQqne14HT9HqJuV24ZBlZABkBLZ9HCoYwDN0RJIchwN4I3hDT1l/+8heOPfZYPJ59k+Rxxx3HnDlzXvexAznoF0tZNapT2VS3QBWcSdSsHS9IEtEsbk3CEES6oxmGRR8n2k+wNX4s2mQ/QNmkNaZkhE/lf0ejbBiII4d1NFlCLr3MSp2bXGccQXSqpB6IasiYpYZQYwRJKelOUfwMiCH6pbGT/OSwi8kRNxd+aj7+RREiDLE14yedKGKYlAWRFtRxiwK6Uo8kmbygtvH7qn3jOO/jc6lvqwfssmnr1XAHNKyiRWwwjS+oI6jyvgxpQHcp5NIFsqn8vgimkiA5FI4gmQaAKApc/uXFpWS6Q6+MZpzcwpzJvdC1CiSNt1+/BEkyyOWGkCQDQRQoCAaqe+Lzv5pG4g3rDHYkcLtV3K8ylkNen5BFFCwM/5GrYHvWrBqWtr5KgcUK/xZUX3fdYW0naI72IosynYmxgkTyeLCz2TGmLdPjISsrmKIIloVmWWjZHFIwgLeqClWS/iXaCPwfBMn555/PTTfdxPDwMPfffz+PP/44v/rVr2hvb2d0dPQNH6CZKtJhl8JyVReC6kK3Kbd59TR6sABB3XcpydEsXkNBkwQGoxmGBRfvbzqb9aKC1jpWgOwVKNF8gfdnRni+kOWP6SRy2ECTxfKqUA7q5DoTSIGJwz3v9xVZU+1Mtm6/5jQZ2k8j2ZPJExfdROXQmP2WtYW5aEE9qi7Tk8tzWtDFblklHc9jBL2gGPygvZflho1HFjDdtcyd8wvWmxKbTAGrFCao6jKy7AhyTT9AIzkIoiSCDdUtXsgWEd0uOPXLY7bxhnS6tkT3Jamp7kNWfgWoqbmIqsjZ5b91l+Ik0x3CPwIgKxLyrLOh/RmQVXSXgiQZjkYiOfcxoZh0eib+DS6ZcgkLqsaX5ihfS9hgsCOOy61wwby6g273aiiajKllEPRD1616Pcyo9dIc+s8rtf7/R7xnn3VY2wmaiqhpjiA5QCOR/P5xgsQwDAqyjCEIWLkc/kyaQCqFHAzirm9AzWbLPpcjzWsWV0uWLGHJkrHZsaeddtobNqBxjObYmSv5XlQXqG50UUQv5SN4q110CALilhH81SbugE4ymqXOb+BJZ0lEswi2zaTN9fg9GfpzBao1BVFUEUWjHLX1wMAoi7wu3rO1wKU1BYSQjoaNXDIdCaKAUmUiT5D1253J8YCeZ2rpdhpeFc2UERSj7ON4aHCUZaLNsHzwks7d2TxzQpN5tqOT3v4kS1vDWHKaP3QPcayk8kVBQA8aBIPL2GKuYUbSYmc6S5vpTKxSSZDoB5q29mMkX+D5aILzIn4AREmgYZq/VK9MgcZ5Y7b31bv42a5eRhpEOjoH+NBhaCSekllrfw5Z3mN/pp4Ntl0WwJLoCBJJdO77kGawQpN4YUc317XWIgoCW5IZNiTSXBCZjnIIc5U3rLNVKnKcLvGV88eH4Q7lCgQVacKiiPsjGwYuJQbaQUJxjwI6MjmqVBlNPOrjaSqUEMsaic1QeoiAtm+uUBobyGzZUo4CA6dul61pKIUCdjZLJJnCNRpFCgQxGhs5+bbbEHyHrq32ho39X3KW18H3L5mLIgkkCsXSatiFqUrlfuGSIpI7sZ4dqwb45y83AJCMZvn6hbNpcWloAqiCQHbzCMfXBXghmigfu0OajSQ5q8qNyTRLqzzIozlmJi1WFnKOaWu/iUmpcyGHDFKj0TFj/PauHr5YE6FHg7xlIwgQvbjeESKlCfHBgVF8So4B0T9m36Fcgc6MEzvenclRpym0IrEhnsaoqWeVUs8xXhdrCjmKAphhnaFcARewMGGzOpYqH0uWPEiSC0k6uMbw0OAoP2zvK/89GFGpnhnAyhTJ6xKbk+nyd/FCkZvDeXYPpznZMPlr7zAjwqG74x2Mw9FIEoUiuyUvdtOx5fsm7tVIRJ1YoUhWcXHNpCbSlsWHN7SzYjTJVeudf09fsYVtyYP76eSAxu0ne9goFcd9Z9k2563ayvJRp4xKzrLG3Iv9cfsE5vsfBe3oKUCYsyzW7Pcs3LCti+dGEofYo8LRhqBqiLqGLMh4VM+YBY06aRJqw9joK9M0cYVCWOk0diaDIAoUh4aRgwHUxgZcyeS/TCM56gVJjU9nvtfklXgKVBdJyWCtR+ABj82H1u/iyeEYi86dxMlXTCOfK5JLF0jFcpheBUmTkQ2ZOkSUOjfHBd1lQVKwbG4oXktv0dEYNiYyzPS5sDIFzkoI3Dswiq6IY0JEb59p8liDyl03f4NoXy8A25IZdqdzXDmzlsUhNy/Hkjw9kuDmfJwECsgaA7k8GcvGq7vpE8dqJP/b0c9P9zhNpLqzeeo0lVmGTn9EQW5cwL2uOby1ys9ir4tVAQnJpbA6nmJuQWR2VhgjSCRJo77+Cor5PFtffJYNTz1GYnhozPmeHI6zK50lbzkmsW+1qXx0ZxfxVI7P+fO8Z+2usrns81s6ODvo5ZSVCU6N+Li6sYqnkvarmrYmYq9G8vM9/Vy/rbOcubs/393Vy1Ub2jl++s1scbeVrsnAtgtIks5Lo0kMlwfT6+brUxpY4nPx0Q3t/Gp2C9+e2sDHm6q4dyAKwHC+wMWrt5Hbr63p44UMvpTFi8XsuHM/NRwnXbR4YtjJ6XlgYJTL1+wgVRzfFlVxuWnjwdctSG7Y1sVTpfO9Xl4aTXLtlo7y31uSGXZncmO3iSb4YXvvmM9SRYufl56/Cm8ujo/EQBZlql1j/ZySy4VcNfYzXdc5/7JLsVMprEwWBIHCyDBSMIjS2IhgGAiyNOG79kZz1AsSgIVeF6tjKe6PFVmdFamXFc6Rda5pquYXHQN8eEM7z43EqWo16N4exbZsRElENmQEU6bJFpF8Kou9LlbGnBXnhmSatC2zKpbGtm36snmqVRlRlzlR03l6OI4sifzhQ0sBZ8X6p+FRft4zxEhvD7EB5+V7bCjGW6v8CILAqUEvTwzHuaVjgIVek605QNZ5ZDDGWWEvPm8rPexbzdu2zcODMdbFHWHQlXU0kkURN30RBbt5GY+rzZwW8nJutZ8nqmVEQ+Hl0STzLJnZOZE18dSYezWl7To6N63n5fvvZvfa1ax/4pHyd0XbZn08zYkBD9tTGYq2zYACp3tdnNTXzVxRZoHX5OVYimi+wKZkhg9NrQEBPGGd8yN+1mUl0vK+5KpfdQ7QccCEtT9F2+Z/dvdhuSAbzvHQ4Ci70zl+sJ9WBJC1LB4fjnHvwilc19bA7b1OLS9bMGmnBUkyeDGawGP6yubCDzdWsfK4mUxxOdrLiQE3T5cm5ieGYmxLZvlN12D5HHf0D3PFxhzLs+M1jd92D/KD6U08ORwD4L6BKPM9Jr/rGiRTtHjvup1cu7mDPeks6H7Ipw4pSLKWNaEQ2su9/VHu6h/hmZF9guRQL/xE3+3/2crRJFuTGfKWTaZo0Z7Jsjs9VmA+PZLg5x0DPDEUK3/24ECU77b3UtzvWJZt86WtnTwwEP2XTEIVHARNdTQSUabGHGueFl2uMf6RvRjBIFYyVdJIROxUGtEwkCMRQld9CEFRy0mOR5J/C0GywGvyu+4hHkxrLG2eyUkhN9PDbuZ7Te6Y28oVtUF+s203/881yIsb+ssRRoohY5syTXkByavhkiU0UWQoV+DFaILTg15WxpL0lfwmgiAg+TTcYZNlATePDMbwlsp8rxhNMtttUCUL7NQ9xIcGAHgumuCEgDOhnBTw8LfeYZLFIu+uC7GmYICvkadG4pwS9CL4GhnWgjx22y+xLYvNyQzNhkq0UKRo2wzmCoRVmWXNQZI+hTNXbmWaS8eURE4OeVkRlkkqsDqWYr6k4BdFUkWLrDV2whrt72Pqscez9JK307Nja/nzV+IpZnsM5ngM1ifSbE1mmFwQ+EDAzx+0AB/TPFxU5eeuvhHuHYhyYcSPqsk0TAvgCerIosDChsm8ZDtaVV82z62dA1z5yk5u6xrk/et28ZEN7WPG89Jokm/s7GHVnm088fI/GC0U+fXsSTwXTfDifmbGBwdGOS3oRRNFzgx5eXw4Rt6yuSvZxDe4if68xIvRBP7I5DGNm/ZX/+t0ldFCkWSxyKNDMf5nZhN/6B5iOF/glXiKgCyzoMqLX5UdgVCiI5OjP1vgtKAHSRDYnc6yJZnhJzOauL1niGs27WaJz80pQQ8fWt/O55Sl7NFqJhQklm3zi45+Tli+ma/v6J7wee7L5vnerl5um9PK2tJCIFEoMvPZ9Xx3Vw/J4ljTW6poMfu5DXxjR7dj4i3x7nW7yhrpy7EUk0yN7akMO9JZppo6u9NjBfzGRJqfzWzmhu3dDJT8jn/pHaFeU9ie2nc/frqnn1TR4q7+KB/ftGfCa6jwxiNqGoLmRG3t72gHkAIBlIbxiYWiYWCl01iZDIJuYJeeHUEUiXzsY4iahn0E0jLGjeOIn+ENYJpLZ67H4GvHnY5y9jd57+VzuPh8J7xUEAROCXr5ZLyTt256nm+ZafqrS9njLoWCKdGSc3JEAI71uXlxNMHyaJKPNUVYFUuxMZFmprvk3PWpyGGD99eH+XXXQHkMf+8b4ZLqAJdqNqvnLCM22E/BstmZyjLVdI4dVmUiqsJVjRHme0yesQNY536P9fE0cz0GnP1t0v5WnnvqCYZ7urhvIMq5ER9tpsa2lPNji4JA0KfzxHnz+PWcSdzU5jw8uiTy/kE4f8cedqSzNKoygiIy09S479ln+dMNX6A/GuWtq7Yx0N+Hr6qGYG09I91d5VXlk8NxTgl6mO022JBIsyrmmMisnMWUHIi6zKlBL0+NxPlzzzCX1TgC462fXoBUSiQ8ZeF5fLnqEtJFizv7Rnh/fZjb57WyJ5PjE01VzPOYXLW+vWxSenBglBMDbh4cTbEyXeBYnwtFFPhyay0/2b3PpPLHnmHeWRssX+syv5t7+ke4M1bFu4U/8KVt3SSLFq4zb4Sag4eVL/W7eW4kwSslzevjTVWcsWILn960h2uaqzjrqtm8pcrPYyXNpTOT4xMbd/ORxkjpWfJw4/ZuTg168SkyV9aGqNNUPtYY4fwqPw8tmsppWpr3zfk23989ME6IPz0S55mRBHctaGNlyd9yII8OxXhbTYB5HoOuTB7btnlxNMl5ET+GKHLmiq38vy0d9GQdQfB8NMG5ER/VqsLb1uwgZ1k8NxJnbTzF3f0j2LbNrnSW8yM+NibSbElmOD3kZU9mrEayPZXlxICH61pr+NSmPXRlcsQKRS6tDpT9KytHk9w/MMp3pjVwy6wWujK5sg9vItJFi1s7B/jg+l38qWfooNu9FmzbZlNiYv8UQDI68oac52hDUDWEvRrJAYLEfdpphD/2sXH7iKaJlXI0EtEwxuWsCLqOVREkDpIgcOvsSYQOkYk8sHsXVXu2cXmHzTPVzmWppkLOlGlOFpFKWcjH+l28EE2wJZnhOL+bVNFidSzFDJcTFeQ9rQl9ZoiZboO8bZfNBc9FE5wS9DA9NshoTQO7ojHWJdLM9hhjVsV/nNfKuWEfU10621IZNibSTHfrSKVtqiky6vLSvXUTDw/GOCvsY47b5MmhOCFl7PU16ip1+r68jg+cN4OHF0/jFzObkXQFQRap3b6e+/uGMTxe/rZ9NztSWR4sKviqqhFEEU8oXNaenioJklllQZJkocsg35PASjsl3nVJZL5bR7Qtmo3xCXcuWeL8iJ+/9A7z974RLq4O0KirfGVyHQt9Lj7WVMUst8H32/uwbZsnhmN8b1ojTxdltgVrWVy6nGN8LtKWxcZEmudHEiSLRWa490XEvb0myLVbOrjEn+Q0cTmposUxXhd71r9CKnbwMPMTA25+tLuPhV4TSRB4R22Il4+byRNLpnOc341t25wR8nJH9xCf27yHK17ZyWdaario2hGapwW9PDg4ynkRJ9rlo01V3DSlvvwbi4LAeW6bB7d+lYJt86H17WWfEsDt3cN8sqmKel1FECBW0iC+t6uHdMnU9Uo8xQKviSAINOoqezI5nhuJc2rIwyeaq3lyyXSmuvSy+e+xIec5uaoxwhkhL99v7+P77X3cOquFx4fi7ErnaNJVZrkNNiYzbElmmOsxyVl2eRGRKBTRRQFFFDg34qdBV3nPup1cVhNgnqfkgwT+Z08f35pajyaK2LbNgtE+Hho8+P3+4tZOOjI5rmmq5tddg6wcTbIpkebDG9rpzU5sUvlL7/AhTWabkxlOX7GFB0r+rv0p5HLccf3nDrrvvzNO+K+TkHigIBGEg7RY1nWsTEkjMQ2kYOCA7zXs7Hif4BvNv4UgORjFwr4Htb99F1ahwIm1HrbrzgskajIZQ6ZuJI9c0kiW+lz8oy/KZFNDFATmegz+0jvMjLJGoiGWQos/UB/hhu1dvPOVHZwd9qGKIrH+Xt5jxbnN18BzI3FOCIx1PAcU2TGRCQJhReavfSNl0xdAKJfBam5j1a7dBBSJoCIzx2Pw0ODoGKEBkIqNsv7JR2lf8zLFQh4lbOCSJRb6XAi6hKCItKx9kc31bdTMnM09oxl+PbuFRwN1mGHHnlozeQq9O7bRmcmRt21qNZU6TaErk+eVeJpjWkNktkXZ8vQzFEVn0jt+88uctXXVQe/7BxvC/Hd7H/W6QkQdHxXymZZqHh0a5Z6BKFNMnRZDg3yOHdPmMXl4n7P3E01VfGzjbr62o4ufzmwec4yFXpP31Yd5ZyiPLBv8eEYTn2iuYvVD97Jn3ZqDjm2Z382qWIozQvtyPPZ/Af9y0xepScV4d12Ii6sDPLRoKicHnd8nk0gw32NwfsTHYt8hItMMP5pq8IXWWhp1lR/tdib8wVyBnelMed/FXhcrR5N0Z3J8v72vrKGsiaeYUxKacz0Gr8TTvBhNcpzfeZYUUeB9dWFejCZIFIo8N5JgWem7TzVX8+xIHL8sscTvptVUua1rkEU+lyNIEmm2JNNMc+mEFJnBvNMmYFMyw3T3vtDRG9vqqdNULqoKMLckSBKFIjtTORZ4HB/YaH8fwl9/w/390Qlvwx97hkgUi9w4uY4FXpOfz2zhE5t2c82m3Sz1uXjP2p2sjae4ekM7vy35qobzBT61cTediYm1NYAnhuN8rqWGm3f1jtPqEsNDxAb6yecOPjlmigePuHujyaVTr77RYeI++RS855/H2S1nMzs8+7D2EUSx3FlRNF3IgbFJrKJaESSvyt+++RW6tmzCtizSsVECtXXMWhJkRsB0VmayRZMsIyYKiB5nkvYpMrWawrGlF3OR18WeTI5pJYftS3f/jY4NawE4O+xjmd/N16fUc/1kJ4Et2tfLWyc1ksvnubVzkOP9ziRkFYvYB5g5FnhNft89xEn7CRtfchRlxhwezYu8tcpZPcz1mLw0mqROGzspb1/xAtteep61j/2T5f/465jvRE0GCQojQ5xZFeCfwUYS+TxL/G6m9O3h+o4hPrh+F1tbZtC7fSu3dw9xRa2TDCkIArWago1NoNlHdneUfCxJ586N2LZN7sUn8a176aD3PaIqXFoT4H11EzdAUkWRr06u55Ob9nBuaWU/p3cXEVki3b6jvN0pQQ/vrgvx9wVtY7Sfoc49FPN5bmirx1QMRFGnWlNoNjRiAwMMdhzcbh9QZN5VF+LU4Hj/xWh/H50b19O3cxvvqQ9zQsCDuV8Zkru+dxPtq1Zw6+xJiIfKJdH9Tm0r4Ma2Op4ajvPdXT38tmuQt1UHy4Jrsc/FS6NJ7umPcozX5LlogkzRImvZ+Era51yPybMjcYq2TXA/jVQWBS6o8vO9Xb006mp5nLIo8JvZk/ivqU79uXMjfn7TNcgir4tGXaUjk2NXOkerodFsaOwp+Uk2JtLM2k/jMyWR389tJaTKhFSZWKHIg4OjvCXsLY+/b+d23EN9xLK5sk9lLx2ZHL/oGOAH05vK27eaGr+b08o9C6fwwYYIn2qp5gtbOjk56OFPPU6L6CcGomBbPPPKwevwPTEc47KaALfMbuHLB0T47Y1CHO3rPdjuPDQ4yvVbu8p/PzsSZzR/ZLoE3vntG4kNDrz6hoeBUl2F2tDAiQ0nEtRfW1UDK5NBMp1+JfvjaCwVQXJQktERerdvY9vyZxnt78NXXYPLFwAryZk1fh4finFHIcWHRQMse0xZkw80hDk77Exwi3wuWgwVl+SEya199EHWP/koALlYlMa/3DLG5DLa30uwroEL1j1Ho64wyXAE1Ip7/87qf943ZozzvSYBWaJ1v0nSNTJA3BdiQ80kTnc5E0d16WU+UJAMd3Uw7y3ncM4nPseWF54hk9znnBZ0iWwmSbiphffVh/llRmR+13ayqSRndmxirsfkww0RfoWLbbt3c99AlIur/OX9Z7sNFnhcCJJIXitQ7Z3EttUvMLB7F95wBNu2yaYOvmr8yuQ6Tg2NzeyO9vWyc/UKAE4OevhcSw1nlu7z7K2v8OXGEP3tO/ddgyDwwYYIaiHPwO5d5c8fvfVnbHruScDJI5GkfSvp+NAAgx3tBx0XwPemNZYn6v3ZsfJF6qbOoG/n9nHfWcUiIz3drHrg7kMeG3AESSmrXRVF/jRvMm5J4k+9Q1xWs+9FXuJzsXw0wT0DUb491dFgV/X0jpnQ53lN/to7wtIJyq1cURvi1q4BTg+NFYoRRSJc8lm9pfQbLPCajn9NkRFxtJpmQy2HAG9IpJnpOngF2mkunR+293FBKVEVoG/nNnxV1SyzM/xzMDZm+xu2dfHl1lq88tjcoCkuHVepvtN5ET8PLprKO2pDGJITxPBQdz+zu3awfMcOJiJZLDKQK9BsaLSZOjNcxhjTWnx4EFGSiPb2AI4/5UAz2cNDMbak9vkFvrWzh990DWJZ+wIVVsdSrI+/fm0iMTzIcOebHJAgOBqJ4DKRgwdoJLqGna34SMYw1LmHx379vwDsXLWCBedcwK41q+jfvZNI8yRcgSDJaJRTg17uHYiyPJ/jhOHimDpc4LygrSUH+XSXzi1TnP4dA7t3EWpoomf7VoqFPBueeoydL68YM6HGhwZxh0LUygJ/mVpTXo31t+9k9wEmlxP8Hj4/qWaMaUXv6+IlW6FahvQuZ0ITBIE5boP6A0xbQ50dhOobUVSNeWeczaoH7mbNww/wpxu+gNbiYSjQT+2UabQYGh9vqmLatlcY7e+jNhDg/fVhlvrdXNNSy49nncgyvwvXfi/9W6v9XF5ypsekIXTLJJUcZdUD9zB92UnUTZ1B95ZNh/3b2LbNY7/+Xx7/zS8olJrzfLK5Gm8pjl3PZTijrZWhro5x+z7/1zt4+Bc/BpwJPdrbzcanHwecPBKxlNWeTaXwhCLlSeS1sn3Fixz/9ndNKEiGOvdQP20moiSNEXYTEpoMF/y4/KcuiXysqYqVx80ivJ8fr05X6UlnUW2buR6TgZERfvH3vzPPs29Cb9AUDEkoa7b706CrfKghwlnhfdnJhXyeO799AyvuuRNwNLAnl0zHU/ptZ7qNcjh0i6HRXopO25hIj1kQ7SXa28Nfv3E98zwmOdseM7a+nduZedJpLB7s4FedA2V/z+NDMYrYvCV8+FnT50X83DcwyppEhreaIrttaczC6L7+KK/EUzy/nxkP4NMt1fxwd98+X8/wENWTpxDtdSLivrOrlzv79jnfC5bNK7EUzbrKQC5P0bYZyhW4s2+EX37uY6RGo/ytd5iPbmjnR6VgD9u2+fLWznHRcnvpOkiwgW3bJKMjDHd3HvZ9OBIIsoKVyyKZLqQDTFuCVnG2j6Nj43rWPvoQ/e072b7yRWYcfzLBugY2PPkoVc2TcPkDJKPDNOgqmaLNRT4PyW09CO6DO+kHd+/i6S98nHQ8xvYVLzBl6fE0zpjNnnWvsOmZJ5hy7PH0bt8GUF7RiKKENxwZo9KOdHUw3NkxZtUTUmXeUTu2tpbUtZvugs05Ho3urZvLn3+2pYYlB9jlY4MDeEu+jjlnnM26xx+mf9d23MEQu9avpqtjM7VtTvTada11BASbwT3t+PdLXHpHbZAaK8+F4tiXYaHXxZLSC9sddybWtuOPY8vzTzN50VIaZsyic/OGQ/0cFPJ5XvjbH+lv38mu1StRNI3py04ua3R7Scdj6B4vkiyjaDrJ6AhP/u5Wdrz8EgN72unYsI5CLkcuk2aoq4PaKdOxihaj/X1I4j6NJDbYj7+6BklWyGVemw08HY+RTadonDWX2EDfuFVs745tVE+ewjHnvpUV99w55ncchyCAv/GwzlvTs5uqp+/nnz//EY0DXbzUNp9p4r5zC4LAx5uqWXaAr80qFhnq3MO7RvbQ/fC9PPm7X7L2sYe4/0ffIdTQRPvafT6svYsigAUekzluA8sq0qyr7E7nsGybkXxxjJDby/K7/krv9i0sU+Gapqryose2beJDg7TMW4jauYurGiN8bnMH9/VHuWF7Vzma8HA5N+zjf/f005xNMC8cJFbbxLaXngecRMkf7e7j05v28OPd/WPMki2GxgyXwe0l01h8eJDGGbOJ9vVQtG3+1DPMyv2SclfGkiz0mcx0G2xJZtiRyjLdrXOyIfGiv45rn13BnX0j/HPRVDYl02Qti43JDL/vHuKO7uFx434pmuDYFzdNKEyyqSRWsXhYgiRrWWw4RCTaa2VoPy1ob+SW64QTMObPH7OdWHG2j6dv53aWXnw5z9zxW0b7egk3tTBl6TJ2rlpBpLm1JEic1cnXp9RzkZBHSgrs3rH2oBPDxqcfp27qdJ75423sePklWhcuZsqxx/PUH35NuKmF1gWL6Nm+BYDE0BCekOMX8IQjxEuCpFjIY1kWVS2tDLTvGnN8yyqyZ/3acia8lU6x1OfismmT2b1udXm7RT4Xgf3MMblMGllVHWcaoKgaH/jhLzjzI59k6UVvY9UDd9O3awdVrfvqPQXrGti5eiW+qv3KTwsC39bzGNscoZBOxMdN9N39W1FbvMw46RSWXX4lqmFSP30WXfsJklw6xT0/+BYr7rmT7q2biA8Nctd3byKbTvHILT/hkVt/ysnv+gALz72QNf+8j2Jhn006PjRYvm9VLZP441euRXe5WfPw/fztG9dz+gc+St20GfRs3ULv9q3UtE1l5omnsumZJ9C0GqqrLwAgNtCPt6qaUGPTmBfpcNj64nNMPmYJgiDgCUWIDw2QTsTp3upoXb07tlIzeYozceoGv/3sx1j+j7+8pnMciG1ZnPnCA/zwqquonTKNd550AlHdRaRvrFb28aaqcSaip2//NU/c9kt6tm1Bd3tomj2fbDJJy7xjOPW9V5FJJMrCtHfHNvIl88Xba4NcqeT5zac/ir19I7vTWW7tHODYCUxnsYF++nftYP6Z5+HatYX31u/zeUX7evBX1xBqcO71O2uCuCTRidbbz6c11NXBE7+9Zd99Xv4cmcT40ix1ukqToTKtv4PJ9XWk3V42PfMkA7k8127p5KtCnB97bBoNdZxQ/fqUeu7oGeKfg6MkhodomDmHkd4enh1JMNtjsCG+b4J+ZCjGW0I+prt0NpdqsM12G5yV6OfxE86nr6eHX0+vx6/ILCuFit/ZO8LXptTzu+7BMZUQerI5rt3Sydlh37jEX4Anevq569KPsmPACSRIFa2yBjhu26E4F6zaxpZDlPA5XGzb5s9f+2I5elE0TQQE3Cccj9Y6acy2gqb/S/JI/jU1ht8g+tt3cOp7P8Q/vnsTzXPmIwgCrQsXo7vcBGrriA30le3nJwc9vPTwQ9QJNUh+jft/9D2a585n0vxF5UnNKhbZuXol7/6vH/L3b9+IZpiYXh+NM+eQHBnm9A98FNMfYOuLzwKOD2DvJO0N7dNIRnq6CdTW0zBrDp2b1lPd6pT36Ny8gUd+8RN8VdXoHi+nve8j6KaLfyxoQxAEDLeH7q2bqZs6vsjhcFcnwbqGMZ8pmrMyjzQ7D4skKyjqvtVosL6Rl+/7B7NPfcuY/Zpmz+XZP/2Ohee+lS3PP8Ozf7oNbJvZp76F1GgU3eOl6qNOscbFF14KgDsQJJNIUMjlkFWV3h3bymNY++hDjPR0M+uUM5h7+lnO6rmro3xvmubMY/uKF5l2nNPRcH9BMuPEU2lduIS2xcdi2zaDHbuJNLUQ7e2mc/MGUtERpi07iaqWVv584xdYevHl1Ne9HYDYQB/ecATD42WwY3dZGzsUtm2z5uH72fDko1z0+a8AUN3aRt/O7exZv5YdK5fzwR/fQt/O7Zx4xfsQRJG3fPgaioUCd33v6wSWP8fUpce/6nkmor99J411DZgeD3NPP5u6XIF5W3cT27kdFi4CnEixp2//dfmegCO0d61ZxXu++xOk/cqAty5cXP7/hhmz6Nq0gUBtPff+938hKQqRphYMj4fOTRuYd+a59L3wNNvmn8UDA6P8ad74ApMv3XMniy68BMPjZdvy55i+7CQnYEQQ6Nu5nerWNjTTRS6dBtvmhzPGd4zctXolrzzyAMde9k4UVeORX/yEsz72GdoWLS1vM9TVQS6V4iczmnnmH7cQuvQiIvFu4rLCjzft5Kr6EDv++8fIqsb7jzsB84DzeGSJ381p5d1rd9LbdhwL8bEgnuDpvmE+2hjhuq2dWLaNKAg83NXHlY0+dgoKd+zqpDoQ4KT6Guz27fx+0jREN2x75knmnnE2Z4V9PDg4yovRBA8tmkpnJsctHQO06jIP9w6zIl3gW1MbGC0UeSWWKhc6Bfja9i5e6YsxVSzyZKCejwA/29PPsyNx7lo4Zfy9Hk1yVUOEj2/czV0L2nDLh1HA9CBE+3pIx0YZ7e/F9PocQXKQDoyCrlWc7ftTyOexCgVUw+Tsqz/NogsvAUB3ufnQ//wKUZIw/QGS0Wh5nx1rlgMw9bQTmHnSqaRjMe6++RsUSiUD9qx/hfppM1A0nTM/+kmWvf1dAEiyzDtu+h4NM+c4SX093di2XV6lAXgjVcQGHRvrUOcewo1NNM6YTcdGJxqlb9cOHv3lT7nki1/j4i/cQN/O7QzuacdXvc9nsuiCS1h5398nvN7hLsc/cjCWXPQ2piw5bsxnofpGMskE/qqxMeihhiaGuzqxikW2LX+Ot13/TdY8fD+7Vq+kb9cOqidNXMW2pm0qvdudzPjeHduYNH8R8886j7M/9hne+fXvMfd0pzy2KElEmlrK+01Zsoxdq1eW/44PDeAJOZ3dGmfOKU+YgiCU96uf4WhAvTu3Ud3ahu52U9M2le0vLy8fJzY4gDdSTbipmcE9uw96b/ayZ/1a/nrTl+jdtoW33/BfuIOOmbG6tY2tLz5H95ZNTFm6jA1PPkYhl0N37VsJS7LMOR//LM//5XZ6tm8ZYwob6e3mLzd9iX989yZ27De+A9m9bg1Nc+aX/w6rMn+YUk3vzm37HeeLVLe2se6Jh7n/x9+jkMux4anHmHH8yWOEyIE0zZnP7nVrWHn/XZx05ft4380/ZenFlzPtuBO57PpvsPDcC+nbsY2P1gX5WUuILY8/NGZ/27LYs2410447gfppM8pm1vt/cjN3fuur7Fy1gupWZ0J0nvWJI5M6NqxlytLj2frCM2xf8QKKbjC4e6xWvvm5p3j2z7+n1dCwkgk008VUU8c48S3c3zfM3I4tNMyYzTu+9h26t24eU9Zn/3v34KKpfOzJv/LW2hC/WnYBq0eTHOs1aSqZ8NZ3d1Ps7WL93/9Exx2/Yms6z0sd3cxyG/Tv2sG8ya0sOPsCVj90Ly/ffzfH+0zuH4gy12PikiQ+2hhhdTzFfWvWoT74N97zx/9merSP+R5jjEZyb3+UzckM3yDGlcUE6xum0DkS5e7+EeLFYjnCbeV9/yhrDStGk3ywPsw7aoPlcPH/K91bNvHSkjMY7HOOI5omojZxkzVR07APESr9RvFvI0gG97QTLk06vqoaPMF9arhmOmq7OxAkOeLYOYe7O5FLTkfZbzD5mKUsvfhyJi9aygt/vZ1CLsfaxx5ixgmnAhCoqaNh+qzyMUMNjU4SkCjijVQR7e1my/NPU9M2FRhr2hrs2EOooak0YXfw0t1/44Eff48LPnNdOTGwbdFSVt7/j7IgAmiYMZvE8BAjveNLaQx1dRBsOLggaZ4zn6UXXz7ms2B9I4Ig4glHxnwuCAJVkybTvnYVmWSC6tY2Lvr8V3j+r7fz4t//TNVBBEnz7HnsXr8GoGxyOhzqpk6ne+um8uQbHxrEE544VHgv3nAVyZFh7GIRzXTyGBZfeBkr7vpb+Tix/j68kSrCjc0MduwTJN1bN7H2sbETZcfGdTxzx2845b1Xcc41n0PZr/x29aQ2Nj/3FMsuv5JF51/Ms3/+fVnL2x/T6+Osqz/F8n/8hd9+7mN0blwPwJO3/ZKF51zIie98L8/ccRvxocFx+4KzUGneT5AAhOoaytUGHv3lTzn1fR9m3lvO5aLPf4Xq1jb+8Z0bWfvYP5l7xtkTHnMvjTPnsHPVS3RtWs+UJcsQJYmqllYaZ83FHQgiihLNc+ZzznAH6/7ye5778x/GhKcPdu4hWN+EKEoomo5mutj4zBNkU0kWnnsh3Vs3lX/vUEPjhKbEvZFuJ7zj3Wx85knWPf4wJ175Pgb2tI/Zrn/XDoa7OujdvhVPSZhPdWnc762hvmsXG+77BwvOuQBZVTn7Y59h1QN3M9Q5PijDKhZRBLiwOsC7ujZxlV/lqdtuIdzXyYZEmr+u38xpXoMLP/cl3v+lG7GDEfoQqZMFR5uNVOHyB7jiG99npKeTZ3/7C84M+bjIq3HbtR/HSMT41exJHPfEP7jx6qs59vyL6Ny0nkZdLVcg2JPOcnN7L/8zo5nM6AhBv5/F6Sjv3rCbd9SGuCDiL0e4rX7oPjo3riNTtIgVi1RpClfWhnhgYJTMBHXYVsdSPDsycRHPjo3rWPPP+wHo2rKJl+Ydz/ohx4wvmka5Re+BVJztJfZK9P5DrJz3Yni95e23vvAs05adgKBK5fIoAEsvupyuLRv53Rc+iScUoXHmqyf+1E6Zzn0/+i5VkybTMMPZ3rufIBnq3E2osRlBFJm27CQArvjmDwg17FPRZ550GjtWLh/jvxAEgeMuu4J/fOcmnr7jt4z07It9dyK2xpsSDoW/poaqSa0TrmSbZs/lqd//mrZFjjbgDoZ421e+ib+6pnxN4/YprXqd8ew5pIa0P5KsEKxvYLA0ocQHB/CGIofeCUdT2F+oBevq8UaqymOIDfbjDVeVfByDZQGz7vGHeeFvfywnqBYLBZ687VbO/vhnqWppHXceX3UNJ7/rA7QuXIwnFKZ1wWJqp0xsJqttm8ZFn/8Kl37pazz6q5+x6sF7EUSJtsXHEm5s5qQr388jt/xknPO+kMsRHxrEVz1WOxREEXcgyLblzyEpCo0znXIvgiCw6PyLmX7CKUyafwymz3/Ie6W73OhuD/POPO+g7VSnHXcCz//598QG+qhpm8rwfs9Xx4Z15XMDNM6ay6O3/oxT3/thWhcs5kM/vhV3KQIo1DBWcO+lf9cOqlpa8VXVIEoihXyeKUuWMXxAZN5Ibw+Lzr+Y5/7yB4L1jrl2qkvnseEEF3sUNLe7/GxppsmZH/0k9/zgW2xf8eKY+5ocHcFVKgFyjFtnzq6NdG7agLR2BevjKZ5M5HjbrH2/Y4OuEhFh41OP4wnvCyRQdJ3TP3A1Iz1dfDo/TPbO3+GrrmXlff+gv30n7kAQ0+cn3DSJgd3tCIITSr0rnePHu/u5tqWGkCqTjI7g8ge4WLUYyhd4X12IcyJ+HhiIkkkmeKKujU1bt7I2nnJKJAGGJHJW2MedHb3EBgfGRK7d0TM0JgJtf7a++Cwv/v1PFAt5tnV0kJYUNqScAADRNMf0KdkfUdew/wWmraPeR/Lk726lYcZs+nZuL0/SB0MUpfKqa/vK5VzyxRsZfWkLkmdffoYoSVx+w7cREMqO7FejadYcerZt5sR3vrf8mWa6KBYLDOzeVfaRABx/+bsmPEaooYmqlsnjJpZJ84+hYcYstr74HA//4ieIksgp7/0w0d5u/DW1hzW+vUiywru+/cOJr2H2fB655X+Yeuw+e79qmJzz8c8e9Hguf4BiLs9QVweG1/ea+j+3zDuG9ldWEWmeVNJIXl2QTD/+ZGx77EptyUVv48nbfknL3AXk0umythKqb6Rn22ZqJk+la/NGJh+zlG0vvcD0ZSex+sF7aJm34KCCTxAEFl1wSfnvM676+Ks2s/KGqzj7Y5/hzm/fwJXf+H7589aFi9mzfg23f+kzTFl6PPXTZ2K4vax/8hHqp8+c8LjVk6fwyK0/4+L/95Vx38059cxDjmN/zv3E58u+p4mon+Y07zrtA1ez/aUX6Nm6uXxPOjet49hL3lHedtqxx2P6fATrxkdj1UyewpO//xVL3noZ4PidBEFgz4a1NM6aC8CSC53vZEVBEEXy2Uw5Qs/0eplxwik89YdfM7nkO5nhMljic/GuY88nnz1jzPlq26ZxyXU38Mwdt9G1ZSMnv+sDgBP66y5ZIvw1dTx9+2849xPXYr2yhj/v6WJUVpnXuM+vON2lUxv08cLvfsOME04Zcw5BFDnzI5/kTzdeR/WkNi74zHX8/gufJB0bZeZJTqO+/TXfeR6TR4ZGeTmW5DvTnHMkR6OYPj/Tsfnx1rW45GOYKon0ZPN8bv1Ods45ll/Ghjh7NMlSn2M2bX9lFb677uRHc09B2/g0o/29nPGhj9M8Zz7Lo0n0gzRm69q8kUkLFrH+iUcY8ARoVCW2Ws78JZjmoTWSSh4JnPHBq3nlkQfYseolqiaNX10eiKSqjllLVTG9PsJXzUGQxl6mKEqHLUTAWa1d9uWvj5tIz/zwJ3jof38IOC/Qq3HRF74yxny2F0XTmXXy6bz9xv/ixHe+j4d++t/OtbyB/ZZ9VdWc8p4PjdGSDofGWXNYcc+d1Ewe70A8FC3zFtL+ysuAE3preF69LW3rwsVMPmbpmM+qWlpRdJ3da9cg7xdYsODsC1j14L10btpA3dQZLDjnAl55+AE2P/80m59/Zswk+WrIinJY97pm8hSu/sXvxwn4U95zFRd/4QZ0l5v1TzzCU3/4Fb5INSdd+f4Jj1PbNpVIUwt1U2cc9hgnwgmFPvi4BVHk3d/9CaH6xrK5ERxBMLhn9xi/VriphQVnnT/hcSLNk9AMk11rXiaTSHDbtR/nof/9ITtXvVQWJJMWLGLSAieAwIn0crSS/vadVLVMxvT5aV24pGxCrNYU7l7QhmoYuPzju4b6qmo455rPsuPll8o+zcTQUNnPFaxrINzQxORjlnDmyaeyIW+zRBq7CLmgys8V0yZTyOUmNN/6qmo4++pPc+aHr0GSZRacfT7bVy6n9RinA6xmmuSzGSyryAKvyXd29fKhhki5bl6qpJEE6xqIlkKABUHg3IiPeCLBj8UYUdXgd12DLPa5yOeyPPm7W3n/xz7F9MmTaf3EdVx+w7d58rZf8vKWrdRoMjnbLhcC3ZRwWlykRqPImsbiCy/lmTtuI9c6jUtqgrRrjkl/r0YysKd9XEFL4V+kkRz1gkQ1TC787JdomjV3jDP0YLj9AdY++lB55aOED57N+3qpbm1j6tLjCR6myccTDL+qAKtpm8o7vv5dzrnmjS1MJwgCx5x30Wver3nuAjY988RrFiT+6hqS0Sh//tp1uHz+V13xH4qlF1/O47/5Od7IPq2mcdYcRrq7WP3QvUxZehyh+kZEWWbNP+/nsuu/PsYn8kZyMK3M5Q8w7y3ncPbVn+aS625k/lnnHfR5nbJkGRdNoI0cCfbe95rJ+wInhjr3EKxveE2LqROvfB/P/vF33P/j77L04stpmj0PRdMJ1NaN2zbSPImBPY7Dfa/5C+DCz35xzELq1Z4JSVZombuAXaucagnx4aGyb7Rx1hzedsO3EASB+rap1KfjXNQ2tl7bIp+LJUEvJ7zjPWPMePvTPGd+2Yw465S38NZrvzwmEtJfU0u0t4cFXpOQIpcrYgMko1FMvx9/dS1DnXvKPYqubanhPbtWU9PcwlXxbor5PFNMjZfvu4vpx5+MN1LF++vD/KZrEE8wzPmf/gK/ffRRTgx4mOHS2ZTIkCwUOeflrdzSOUDHxvU0zphNsK6BmrapjFbVsdTvIa1o5ItFJ2pL13n+L3/g+b/ePub6RF2vZLbvxVdVzbmfuPawtjX9ATY89diY8MMjyZKL3sbZV3/qDT2momqv6g/6V9EwYxaCIFBzGKG2B3LR57/CeZ/4PG/76rde1xjqps7AFQjijexLtBQEgXlnnsPutatpnrMAgPM+cS2Xfvmmw1pwvJkIooiqH7kFzkQouo4oK2QSCfasX3vQifVgBGrqmLRgETVt05hxwinMPPFULv3STRMKg0hTC4O724GSICk9y6/FNLqXmSedxoanHwOcciR7NRJBEMZM+HefdSLnTG2b8Bjz3nLOhFrPgciKQtPseQdci+MnUYYHed/vvsumRx8q56QV8jkUVUOSZc76yKe463tfJxUbRRAEBnY7wUGLJrfyo8FNjHR1svm5pzjm/IsAJz1hfTzNYK5AqKGJHVWNzMunmOMxWZdI8eRInMtrgtzTH+WBXXvKv9cFn7mOIW+IyaZGbS7Fut5+RNMFmspQ5x66Nm8kHY+RSSZYce/fUSdNwvOWsekAR4Kj3kfyWnH5A5g+f9lncaQRBKGc3/GfiKLpXPi5L+M7oM3n4fBafTyH4pT3fIjCAWGMM048Fc10I6tOaZlXc1D//526qdN57i+/p3Pjei6+7obXvP8J73j3YW0Xbm5hxb1OWPtQVwehQ0QfvhrVrW3EBvqJDw+SGB46qE+o+oDyQm8UkeYWBvfsonvLRo6/+HL623fw9B9+w0nvev8YIdowczbHve0KHvjJzVz6xa+RScQxvT7qps3gxb//ie3PP8M5H/9sWfiJgsAVtSHu6BnimqYq+sN12CufZe5ZF3FPf5S0ZXF50MWnmiKc093F21qdCDrNdNGVzdOgq7TZeVb0DbA5kaNvOMltF7yXzxDnlYcfoHvrJnq2beGYc9+Kq/q1v7uvlX8LjeS14ItUM3Xpsjd7GP9RtC5c/LpMU28EVS2t43wKiqqVkx4rvDrNc+cT7e3hbV/9Vrn0zpHAHQiRGB7knz//EbKqIsmv7j88GIIgsPTit3PXd77OrjUvH1bQxhtJuLGFri2baH9lFXNOO5PT3vcRdq1eSToWw/CO9ftNWXwcmsvN6ofuxVtaePmra5myZBlv+8o3y4nKe3l7bZDbugY5cflmLq6LsGvFC8x2GayJpVg5EmfDN67jkes/y4UdG/nCrgHHX1K0UEWnTcUsXeHPo1n+1tjG0sUz+IyaZWXjVF6+/y6CDU00zJw9JhL0SPIfp5HMPvUt8ObOeRUqHJVMPmbpuGCGI4EgCFz5rR/S377jdQmRvUw77gSmHXdCOVrsX0mgto7urZs47tJ3lgMbgvWN7FrzMqZvvLns5He9n9uuvYZ5bzkHcO7FwYIuvLLEc0tnoIlO06r7GptJ7NjMaEGkoWc3p135PqYe6yyUPr1pD7/tHmKx12Sy6VhA5gc8/CgrcNsx03jx8T9y3rkXcsuuEb54/TeoaZ7Ei3//E/2lQrRHmv84jUSUJETx/15+oEKFCq8fzTRpnDlnwvI//1feDK1YlCRmnXw6c0pVHADaFh/L2kcfLOe07I83XMXxb3932W/3auiSuK/SxfkX88gvf0r9UA+z+9qZsl9pnm9OqeeP3UP8uXeYtlKRzklVVXx/63PUiDbJaJRwdQ3zvSYdwRosQWRLfduY9gxHkv84QVKhQoUKbyRvueoaTO++kvmTFiyid/s2p//RBCw85wKa585/zeepaZvKFd/4Pp9M9vCpiy4aIzhdssTPZ7Xw595hppQ0El9VNV2vvMyd3/wKTXOcIIGzwj4eGhzlO7t6uCmns7nn4A3A3kj+40xbFSpUqHAkMb0+6qfPPKxIsNeKZpqc8vaJk5pbTY1/LJhCUymwwOUPcPEXbsBwe3CHnGi204Iert/WyRRT58a2Oh7cUsWH3/BRjqciSCpUqFDhNXLcZe8cU+7oX8WsA5qTHZgm4JYlPtwQ4bKaIF5Z4vv1kxmJRglMYIZ7I6mYtipUqFDhNdI0e97/KST+X8E1zdXUaAqmJLIwn+Sv29qP+DkrgqRChQoV/kN5u0dhuNTu4khSESQVKlSo8B/KMW2TOb0wvmPlG03FR1KhQoUK/6FUtbRO2ErhjaaikVSoUKFChddFRZBUqFChQoXXRUWQVKhQoUKF10VFkFSoUKFChddFRZBUqFChQoXXRUWQVKhQoUKF10VFkFSoUKFChdfFEc0jSSaT7Ny580ieokKFChUqHEHWrVtHa+uhc1GOqCCZOXPm6z7GunXrAJgz57X1mH6zqIz3yFIZ75GlMt4jy7/jeDOZzKvO5UdUkNTV1VFXV/eGHOu44457Q47zr6Iy3iNLZbxHlsp4jyz/buN9tXlcsG3b/heNpUKFChUq/AdScbZXqFChQoXXxVFdtHHFihU88MAD2LbNjTfe+GYP55DcfffdrF+/nlwux6ZNm1i2bBmXX375G2bae6P57W9/y86dO5k/fz7r168H4Mwzz+TYY499k0c2MU8++SRr1qzh7rvvJhKJHLX3d/369Vx//fXcfPPN3HHHHYBzXyVJOiqf5b3jvf7663nkkUdob2/ns5/9LC+88EL5+bjkkkve7GGW2f/+fulLXyo/B11dXUf1/f3GN77Bo48+yrZt21i0aBGCIByV93f/eUySJODwnt+jWiO59957ueGGGwiFQgwMDLzZwzkkb33rW/niF7/I8PAw1dXVJBIJZPnoldNerxdN08hms3g8Hr761a/ywAMPvNnDOiinnHIKV155JWecccZRfX9nz57NRRddxMjIyJj7erQ+y3vH6/f7+eIXv8hZZ51FV1fXmOfjaGLveIExz8HRfn91XefTn/40gUCAyy677Ki9v/vPY6/l+T363sR/U2zb5hvf+AbXXHMN06ZNY2RkhFtuuYUvfOELb/bQJmTvKugjH/kIM2bMeJNHc3jcfvvtXHnllbS0tBz19xdAEIQ3ewiviXXr1rFlyxa++MUvlj+77rrreOc73/kmjurg/OQnPyk/B/8O5HI5crkcHo+n/P4dbfd37zz2rne9ixdeeOGw9zuqBcn555/PTTfdhG3bRCKRN3s4h+Smm26ip6eHJ598kjvvvJPBwUGuuOKKN3tYB+Xhhx9m5cqVVFVVEY/H+frXv8655577Zg/rkLS3t1NXV8e3vvWto/b+dnR08PDDD7N9+3YURSnfV1EUj8pnee94V65cyfLly7nyyivZsGEDXV1drFy5EkVR3uwhjmHveLdu3YrL5WJoaIgrrrgCy7KO6vu7fft2FixYwAUXXADse/+Otvu7dx5bv379mHnh1Z7fStRWhQoVKlR4XRzVPpIKFSpUqHD0UxEkFSpUqFDhdVERJBX+o8jn8/zwhz/kzDPP5Fvf+hbLly9/TfvffPPNDAwMcPXVV/P973+fTZs2veYxtLe3c+utt0743Y033kihUJjwu1tvvZX29vaDHvepp55i5cqVr3k8FSocaY5qZ3uFCq8VRVH49Kc/zeDgIHV1dYRCIS699FJOOOEEdu7cSVNTE5FIhEmTJvHUU0+RTCb5+te/jqqqDAwM4PF4iMfj2LbNsmXLmDFjBs888wwrV66kWCxy2WWX8aUvfYna2lqqq6vp6Ojg6quv5mc/+xlLlixh165dvPe97wXgF7/4BalUikKhwOc///kx47zssss466yzsCyL5uZm1qxZw8svv8wZZ5zBl7/8ZcLhMA0NDXR1dTFz5kzWrl3Ltddey9e+9jUWLVr0ZtzaChUOSkUjqfAfz5QpU/jMZz6DYRh8/vOfZ9OmTdxzzz00NTXhdrvp7+8HHE2ivr6e1tZWvvOd77Bt2zZ+9KMfMTo6itfrLSdunnTSSXzkIx8hGAxy1VVXsXr1agDe8573kEgkyud9+umnCQQCxOPxCcd01VVX0dHRwWOPPcZ1113H4sWLGRgYYMeOHQQCAQYGBvjwhz/MRz7yEa6++mqAg2ozFSq8mVQESYX/ePYmLqqqCjj5HRdccAGdnZ0Eg0HC4TAAkyZNoquri927d3PLLbewdetWJk+ezLp169B1HcuyyscTRbH8r23bCILAz372szHhnKeddhpDQ0MT5unszRreu90vf/lLVq1aRTgcZurUqcTjcWbNmsV3v/td7rrrLn7wgx+MuZYKFY4mKuG/FSrsx80338y11177mvfbWwbjSPLUU0/hcrkqpq0KRx0VQVKhQoUKFV4XFdNWhQoVKlR4XVQESYUKFSpUeF1UBEmFChUqVHhd/H/M8vgAPV1zIgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 400x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'norm sensor'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.entity(entity, sensor_norm, title='norm sensor')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
